{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "from scipy import *\n",
    "from scipy import random\n",
    "from scipy import stats\n",
    "import sys,os,re\n",
    "import multiprocessing as mp\n",
    "import subprocess\n",
    "from io import StringIO\n",
    "from matplotlib.pylab import *\n",
    "import seaborn as sb\n",
    "%matplotlib inline\n",
    "import gzip\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "from collections import Counter\n",
    "import pickle as pk\n",
    "from matplotlib import patches\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import joblib\n",
    "import pyBigWig\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import pyfasta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Highlights：\n",
    "* 实验室PRO-seq数据依然与文献报道有很大差距；\n",
    "* 实验室数据在Pause sites和enhancer上的富集情况不如文献报道；\n",
    "* 由实验室数据与文献数据获得的基因表达谱有很大差别；"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/xubx/Downloads/X101SC19114103-Z01-J097-B97-21-PRO-SEQ-NEW-TRY/2.cleandata\n"
     ]
    }
   ],
   "source": [
    "cd ~/Downloads/X101SC19114103-Z01-J097-B97-21-PRO-SEQ-NEW-TRY/2.cleandata/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "名称含义：\n",
    "* hPRO：实验室自产数据；\n",
    "* qPRO1M：GSE150625中由1M个细胞组成的qPRO-seq数据；\n",
    "* qPRO250K：GSE150625中由250K个细胞组成的qPRO-seq数据；\n",
    "* PRO：原始PRO-seq数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "mgr=mp.Manager()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "genes=pd.read_csv(\"/home/xubx/Research/GSE89230/41467_2017_151_MOESM2_ESM.txt\",header=0,sep=\"\\t\",index_col=\"geneName\")\n",
    "genes=genes.loc[abs(genes.TSS-genes.TTS)>1000,:].copy()\n",
    "chroms={k:len(v) for k,v in pyfasta.Fasta(\n",
    "    \"/home/Reference_Genome/Homo_sapiens/UCSC/hg19/Sequence/WholeGenomeFasta/genome.fa\"\n",
    ").items() if not k in \"chrYchrM\"}\n",
    "genes=genes.loc[[i in chroms for i in genes.chr],:].copy()\n",
    "genes_gff=[\n",
    "    (v.chr,\"RefSeq\",\"gene\",\n",
    "    min(v.TSS,v.TTS)+300,max(v.TSS,v.TTS)-300,\n",
    "    \".\",v.strand,\".\",\"gene_id=%s\"%k) for k,v in genes.iterrows()\n",
    "]\n",
    "genes_gff=\"\\n\".join([\"\\t\".join([str(i) for i in v]) for v in genes_gff])\n",
    "with open(\"/home/xubx/Research/GSE89230/gene_body.gff\",'w') as fout:\n",
    "    fout.write(genes_gff)\n",
    "    \n",
    "promoter_gff=[\n",
    "    (v.chr,\"RefSeq\",\"promoter\",\n",
    "    (v.TSS-200) if v.strand==\"+\" else (v.TSS-300),\n",
    "    (v.TSS+300) if v.strand==\"+\" else (v.TSS+200),\n",
    "    \".\",v.strand,\".\",\"gene_id=%s\"%k) for k,v in genes.iterrows()\n",
    "]\n",
    "promoter_gff=\"\\n\".join([\"\\t\".join([str(j) for j in k]) for k in promoter_gff])\n",
    "with open(\"/home/xubx/Research/GSE89230/promoters.gff\",'w') as fout:\n",
    "    fout.write(promoter_gff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "dct=mgr.dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None, None]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def makeSignalTracks(regions,regionFun,posFile,negFile,nBins):\n",
    "    with pyBigWig.open(posFile) as pos,pyBigWig.open(negFile) as neg:\n",
    "        normPos={k:pos.stats(k)[0] for k in pos.chroms()}\n",
    "        normNeg={k:neg.stats(k)[0] for k in neg.chroms()}\n",
    "        forward=[]\n",
    "        reverse=[]\n",
    "        for c,a,b,s in [regionFun(v) for _,v in regions.iterrows()]:\n",
    "            if s==\"+\":\n",
    "                ss=asarray([0 if i==None else i for i in pos.stats(c,a,b,nBins=nBins)])/normPos[c]\n",
    "                rs=asarray([0 if i==None else i for i in neg.stats(c,a,b,nBins=nBins)])/normNeg[c]\n",
    "            else:\n",
    "                ss=asarray([0 if i==None else i for i in neg.stats(c,a,b,nBins=nBins)])[::-1]/normNeg[c]\n",
    "                rs=asarray([0 if i==None else i for i in pos.stats(c,a,b,nBins=nBins)])[::-1]/normPos[c]\n",
    "            forward.append(ss)\n",
    "            reverse.append(rs)\n",
    "    return pd.Series({\"forward\":asarray(forward),\"reverse\":-asarray(reverse)})\n",
    "\n",
    "geneBodySigFun=lambda name:dct.setdefault(name,makeSignalTracks(\n",
    "    genes,lambda v:(v.chr,v.TSS-500,v.TSS+500,v.strand),\n",
    "    os.path.join(name,\"positive.bw\"),os.path.join(name,\"negative.bw\"),\n",
    "    nBins=40\n",
    "))\n",
    "\n",
    "proc=[mp.Process(target=geneBodySigFun,args=(i,)) for i in [\n",
    "    \"/home/xubx/Research/GSE150625/PROseq_1M_K562/merged/\",\n",
    "    \"/home/xubx/Research/GSE150625/qPROseq_1M_K562/merged/\",\n",
    "    \"/home/xubx/Research/GSE150625/qPROseq_250k_K562/merged/\",\n",
    "    \"merged/\"\n",
    "]]\n",
    "\n",
    "[i.start() for i in proc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "gbSig=pd.Series(dict(dct))\n",
    "gbSig.index=[\"PRO\",\"qPRO_1M\",\"qPRO_250K\",\"hPRO\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "与文中Fig. 3E对应，以染色体上平均信号对TSS附近信号进行标准化，明显实验室数据在pause site附近的富集情况比文献差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "for k,v in zip(range(4),gbSig.index):\n",
    "    ax=subplot(2,2,k+1)\n",
    "    plot(gbSig[v].forward.mean(axis=0),label=\"forward\")\n",
    "    plot(gbSig[v].reverse.mean(axis=0),label=\"reverse\")\n",
    "    ax.set_xticks([0,20,40])\n",
    "    ax.set_xticklabels([\"-500\",\"TSS\",\"+500\"])\n",
    "    ylabel(\"relative signal\")\n",
    "    legend()\n",
    "    title(v)\n",
    "    \n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "enhancers=pd.read_csv(\"/home/xubx/Pipelines/qPRO/dREGpeaks/sPRO_1M_dREGpeaks.bed\",header=None,sep=\"\\t\",index_col=None)\n",
    "enhancers=enhancers.loc[[i in chroms for i in enhancers[0]],:].copy()\n",
    "enhancers=enhancers.loc[\n",
    "    [(500<a)&(b<chroms[c]-500) for c,a,b in zip(enhancers[0],enhancers[1],enhancers[2])],:\n",
    "].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None, None, None, None]"
      ]
     },
     "execution_count": 175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dct=mgr.dict()\n",
    "enhancerSigFun=lambda name:dct.setdefault(name,makeSignalTracks(\n",
    "    enhancers,lambda v:(v[0],int(mean(v[[1,2]]))-500,int(mean(v[[1,2]]))+500,\"+\"),\n",
    "    os.path.join(name,\"positive.bw\"),os.path.join(name,\"negative.bw\"),\n",
    "    nBins=40\n",
    "))\n",
    "proc=[mp.Process(target=enhancerSigFun,args=(i,)) for i in [\n",
    "    \"/home/xubx/Research/GSE150625/PROseq_1M_K562/merged/\",\n",
    "    \"/home/xubx/Research/GSE150625/qPROseq_1M_K562/merged/\",\n",
    "    \"/home/xubx/Research/GSE150625/qPROseq_250k_K562/merged/\",\n",
    "    \"merged/\"\n",
    "]]\n",
    "[i.start() for i in proc]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [],
   "source": [
    "enhSig=pd.Series(dict(dct))\n",
    "enhSig.index=[\"PRO\",\"qPRO1M\",\"qPRO250K\",\"hPRO\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig. 3F。Enhancer（dREG peaks）上信号，实验室数据不能很好的反应中心上下游的两个peak。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QxAqgurUF88e0JS4ti+eWHiS3gtq0XafiOXAmkcndPcs1sQJo26DGtUIfB89cLtdr320kuRJCVKgDZy6z9ngsk7o2LPHTuu5NXPltcgdqV6/Gy78d5sF5gQRFJVRwpEIIIaqynafi8XWrzs9PBLB7ai/eHdwc+2pmfLo+lB4ztzDgy+288vthZm8MY0RbN17vV/Dw0+uN7+iOT117pv99nOSb1r76ZM1JMnNymTbAu9jr+NR14L0hPgSGx/PpupNlfo1F+XJTOK52loxo61Yh1/+/+5tQ086K1/84SnauoULucTeQ5EoIUWG01ny0OgRnW0smdr51LHpRWtarzp9PdeSzh1pyITmDYV/t4rlfDnIu8UoFRSuEEKKqSs3M4XB0Ih3zi1K42lnxaAd3fpvckV2v9+TNB5phZmLCsv0x9PauyYdDW5Soep+ZqQkfPuhLfGomM9aEXNt+KDqR34JimNDZAw9nmyKu8D8P+dXjYf/6zNtyild+P8wPgacJDI/jYnLGbS/Uuz8ygV0R8Uzq2hArc9PbulZh7KzM+e8QH0IupPDNtogKucfdQGakCSEqzJaTeetrvDu4OTZlmABrYqIY2saN+5vXYv7WU3yzLYJ1wRd4sqsnk7t5Us2iYhoQIYQQVcu+0wnkGDSdGjnfsq+2QzUe79KQx7s05GJKBk42lpialLwsegs3B8Z1dOeHnZE82NqN1vWqM33lcVzsLHm2Z+NSxTl9kDcpGdmsPR7Lsv0x17Y7VDOnsastjWva0sjVju5NXPB0sS3xdb/cFI6TjQWPtK/YxX57e9ekf4tazN4YRv8WtUucWN5LJLkSQlSIXIPm4zUhNHCyZtRtruxuY2nGf/o0YWS7eny4OoTZG8NYtj+atwZ4069F7XKKWAghRFUVGB6HhZkJbRvUKPI4VzurIvcX5j99mrDm2AWm/nGUxzq5cyg6kU9HtCx15TxLM1PmPNIGrTWXUjMJj00l7GIqobEphF1MZc2xC1xOj2bWejOWTgrAp65Dsdc8EpPI1tBLvNK3ybUFgCvS9IHN2R4Wx2vLj7Bogn+F9ZRVVTIsUAhRIVYcOkvIhRT+06cJFmbl81HjVsOauY+0YdmTHXC0seCpJQf4ZG2IFLwQQoh73M5T8bStX6PCftG3tTTjnUHNORmbwtQ/j9K6fnUebF23zNdTSuFqZ0XHRs6M6+jO+w+2YNmTHTj4Vh+2vNwdh2rmjPtu7w2FOAozZ1M4DtXMGRvQoMzxlIarvRVvDfBmz+kEHpy3k7DYlDty36pCkishRLlLz8rh03Wh+NS1Z0AF9Cz5ezjy19OdeNi/HnM3n+KpJUGkZ+WU+32EEEJUfglpWQSfT74236qi9Glei/ub10ST13tjUoqhhaXh7mzDjxP90cDYhXuITc4o9NiQC8msC47lsU7u2FmZV0g8BRnhV4/vxvtxMTmDgXN2sGRP1G3PG7tbyLDAKkJrjdYaE5PyzYdzc3MxNZXuXFE6WTkGTl5I4WziFc7l/zl77e8M4lIzAfhoWIsKa3zMTU344MEWNHa1471VwQz/ahcLxvlRp4iV5oUQ5UvaJlEZ7DoVD0DHAuZblbfPR7bmdFwa3nXsK/Q+ni62/PBYOx7+ZjePLtzLsic74GB9a/I0Z1M4tpZmjO/oXqHxFKRn05qsfr4L//ntMG/8eYxtoZf4aKgvNWzu7fUppeeqEouMjKRZs2ZMmTKFNm3asHjxYjp06ECbNm0YMWIEqamprF69moceeujaOVu2bGHgwIEArFu37pbjAdzd3Xn33Xfp3Lkzv/32G1988QXe3t74+voyatQoANLS0pgwYQLt2rWjdevWrFix4s6/AaLSeu2PIwycs4PJPwXx7j/B/LQnitDYFOyrmXNfM1de6u3FD4+1o0tjlwqNQynFhM4eLBzfjjMJ6QyeG8ih6MRyu35iehaZObnldj0h7gbSNonKZuepOGwtzWjpVvz8pNtVzcK0whOrq3zdqvP1WD9Ox6UxcdE+rmTd2B6dupTKqqPnGduhAdWtjZPQuNpbsegxf958oBmbQi7Sb/Z2dp6KK/R4rTVhsSl8H3iaKUuCWLA9osLW/TIWJV144Ofnp/fv33/DthtWdl/9Glw4Wr43rdUC+n1U5CGRkZE0bNiQnTt30qhRI4YOHcrq1auxsbHh448/JjMzk6lTp9KwYUNOnDiBjY0NTz31FJ06daJv374FHv/WW2/h7u7OlClTeOWVVwCoU6cOp0+fxtLSksTERKpXr87UqVPx9vZmzJgxJCYm4u/vz8GDB7GxubUqzA3vlbjrGQyatu+tp1W96vynTxPqVK9GDWvzEpW0rUihsSlMXLSPi8mZfDKiJYNa1rmt68WlZtL382241bBm2ZMdym3emCiYUipIa+1n7DgqE2mbpG0SJdNj5hY8nG34bnw7Y4dSIVYdOc8zvxygRxNXvh7b9toCwf9ZdphVR8+x49WeOJdwHcmKdOxsEs/9cpDT8Wk81c2TF3t7YW5qwvmkKwSGxxMYHpdXej4lb3SLi50ll1Iyae/hyGcjW1G3ko48KW37JMMCK7kGDRoQEBDAP//8Q3BwMJ06dQIgKyuLDh06YGZmRt++ffn7778ZPnw4q1atYsaMGWzdurXA468aOXLkta99fX0ZPXo0Q4YMYciQIUDek8WVK1cyc+ZMADIyMjhz5ow0VIITF5K5nJ7NwJZ1SlTF6E7xqmnHiqc7M3lxEM/9cpDwi6m80KtxmYYlaq15/Y+jJF3JJi41kfdXBfPOYJ8KiFqIqknaJlFZnEu8wum4NEZXcAlyY3rAtzaX0314869jvPr7EWaOaEnM5Sv8degs4zu6V4rECvIWSv7nuc68+3cw87acYlPIRbJzDZy6lFeUw8nGgo6NnOncyImOns641ajG70ExTF95nL6fb+P9B1vc9oPRykCSq5Io5ileRbr6NE5rTe/evfnll19uOWbkyJHMnTsXR0dH2rVrh52dXZHHX39dgFWrVrFt2zZWrlzJf//7X44fP47WmuXLl9OkSZOKeWGiygoMz+vuL2gtEWNztLFg8eP+vPnnMb7YGMapi6nMGtmq1L1OvwfFsD44ljcfaMaFpAwW7DhNmwY1GNyq7JWhhCh30jYJwc6r8608K1+bVJ7GBDQgIS2Lz9aH4mhjQVpWDqZKMalrQ2OHdgNrCzM+GuZLVy8XZq47Sb0aecuxdGrkTNNadrc88BzhVw9/D0de+PUQz/1ykM0hF3lncHPs72BxjvIm41yqiICAAAIDAwkPDwcgPT2d0NBQALp3786BAwf49ttvrz31K+r46xkMBqKjo+nRowczZswgMTGR1NRU7r//fr788strlV8OHjx4J16mqAICw+Np5GpLTfuyrRVS0SzNTJkx3JfX+zVl1dHzvLb8SKkqGMVcTufdv4Px93BkQicPXu3XlHbuNXht+VEpNytQSvVVSp1USoUrpV4rYL+lUurX/P17lFLu+dt7K6WClFJH8//ueadjrwjSNglj23kqDkcbC5rWsjN2KBXu2Z6NGNehAQt2nGbpvmgeaudWadvi/i1qs+k/3Vk0wZ8nujbEu459oSNJGjjZ8NuTHXjhvsasPHyOfp9vZ19kwh2OuPxU2uRKGrAbubi48MMPP/Dwww/j6+tLQEAAISEhAJiamjJgwABWr17NgAEDij3+erm5uYwZM4YWLVrQunVrXnzxRapXr860adPIzs7G19cXHx8fpk2bdkdfr6icsnIM7D2dQKcKLnd7u5RSPNnNk5d6e/HHwbN8uu7WX94KYjBo/u+3Ixi05tMRLTExUZibmjDnkTbYWJox+acgUjPvbMn3K1m5UlSjklBKmQJzgX6AN/CwUsr7psMmApe11o2AWcDH+dvjgIFa6xbAOGDxnYm6YknbJIxJa83O8Hg6NHSqsMq0lYlSircHNmdwqzpYmZnyZFdPY4dUbsxMTXjhPi+WPdkBUxPFyK938em6k2TnGowdWqlVyoIW+Q1YKNAbiAH2AQ9rrYOvO2YK4Ku1nqyUGgU8qLUeqZRqDcRqrc8ppXyAtVrrIsfyFDtpWBRJ3qt7x56IeEZ+s5tvxralT/Naxg6nWFfnTi3dF837D/owun3RCyx+t+M07/4TzMfDWjCy3Y3j93edimf0gt30b1GbLx9ufUcKeMQmZzB03k7SsnJ4yK8eY9o3oL6TdYXf1xiqQkELpVQHYLrW+v78718H0Fp/eN0xa/OP2aWUMgMuAC76usZW5f3niQPqaK0zC7uftE23R96ru1/EpVR6frq1RJ/vdxOtNckZOThUq7pD54qSmpnD9JXH+T0ohjoOVvi6VadpbTua1bbHu7Y9bjWq3dEiWndLQQt/IFxrHQGglFoKDAaCrztmMDA9/+vfgTlKKaW1vn6MwHHASillWVQDJoQomcDwOEwUtG9YuXuurlJK8d4QH2KTM5j21zFq2VvRq1nNAo8Nv5jKx2tC6NnUlYf86t2yv4OnEy/f34QZa07StkENHuvkUaGxp2bm8Nj3+0hMz6JzY2cW7jjNt9sj6OblwqMdGtDNyxXTe+BJbSVTF4i+7vsYoH1hx2itc5RSSYATecnUVcOAgwW1S0qpScAkgPr1794J+kKUh8B7ZL7VzZRSd21iBWBracbMES3p7V2TFYfOcuJ8CmuDL3D1EZWtpRlNa+UlW+0bOvJAi9pGr1h8vcqaXEkDJkQlFHgqHl+36lXqQ90sf1jfqG9288zPB/llUgCt6lW/4ZicXAP/WXYIawtTPhrWotAP6cldPTkQlcj7q07g61adtg1qFHpfg0Gz53QC4RdTGNbWDWuLkn/cZucamLLkACdjU/hufDu6eblwISmDX/ae4Ze9Z5jww37calRjdPsGPOTnhlMlqRR1DyjoP8bNwz+KPEYp1Zy8oYJ9CrqB1vob4BvI67kqW5hC3Bt2nYqjjoMV7ndpj/697v7mtbg/f5RMelYOJy+kcOJ8CifOJxNyIZm/Dp5l8e4ockZqhrSuPAWnKmtyVSkaMK11pcqEK6PKOKxUVIyUjGwORScyuVvlqkxUEjaWZiwc78fQeTuZ+MM+/pjSkQZO/6tKNm/LKQ7HJDH3kTa42hU+OdjERPHpQy0Z+OUOnvn5AP882/mWxObUpVT+PHCWPw+e5WziFQCW7ovm20f9qFOCNTy01kz76+pK9y3o5pW3EHMtByte7O3FMz0bsT44lh93RfLxmhBmrQ+lWxMXGrna4uFkg7uzDe7O1rjYWhb5+ZWRncullEwupmSQkJZNp0ZOpUoA71ExwPXdmm7AuUKOickfFugAJAAopdyAP4FHtdanyhqEtE3Fk7bp7mcwaHadiqdn05ry83APsLYwo3X9GrSu/7+HmrkGzYj5O5n+93E6NXLGxa5yPGisrC2p0RswKysr4uPjcXJykh/aQmitiY+Px8qqclaqEeVr7+kEcg26UpZgLwlXOysWTfBn2Fc7Gf/9PpY/1RFHGwuOxiTxxcYwBreqwwO+tYu9jkM1c+aNbsPQr3by/NJDLJrgT/KVbP45co7lB85yKDoREwVdvVx4tV9TLM1MeHnZYQbNCeSbR9vSpn7hvV2Ql+gt3RfNsz0bMcr/1l51c1MT+reoTf8WtQmLTWHx7ii2h8WxOeQiOdetcm9jYUoDJxs8nG2oaW9FYnoWsSkZXEzO5GJKJklXsm+47pBWdfh8VOsSvpv3rH1AY6WUB3AWGAU8ctMxK8krWLELGA5s0lprpVR1YBXwutY6sKwBSNtUPGmb7g1X11zs1KhqDFMX5c/URDFjuC/9Z+9g+srjzB3dxtghAZU3uTJ6A+bm5kZMTAyXLl0q6yXuCVZWVri5uRk7DHEH7AiPw9LMpNjkoDLzdLFlwaN+PLJgDxMX7eOH8f68tOwQTrYWvDuo5IsE+9R14L+Dm/Pq8qMMmrOD0NgUsnM1TWvZ8Ub/ZgxuVQfX68rjNpxiw8RF+xn1zW4+GtqCoW0K/pn582AMn6w9yYOt6/JSb69i42hc04538xc3zsk1cDZ/Mc3IuDQi49OJjE/j+LkkNoVcxNHGAhc7Sxq62BDQ0AlXO0tc7S1xtbciMCyOBTtOM8C3Dvd5FzwnTVwbgv4MsBYwBb7TWh/OqesKAAAgAElEQVRXSr0L7NdarwQWAouVUuHkPfAblX/6M0AjYJpS6mqJuz5a64uliUHappKRtunutzP83pxvJW7UyNWO5+9rzCdrTzLw2AX6+hi/2FalrBYIoJTqD3zO/xqw969vwJRSVuSVsm1NfgOmtY5QSr0JvA6EXXe5IhuwgioyCSFudP+sbbjaW7J44s3TH6ue1UfPM+XnAzjZWBKXmsmiCf7Xht+Vxpt/HWV9cCwDfeswtI0b3nXsCz32cloWTy0JYndEApO7efLK/U1uKB2881Qc477bi18DRxZN8C/1wse3IyvHwKA5O0hIy2L9i91wsL7zc+qqQrXAO03aJiEKN/77vZxJSGfTf7obOxRhZNm5BgbPCeRSaiYbKqANK237VGnXudJa/6u19tJae2qt38/f9lb+k0G01hla6xFa60Zaa/+rlQW11u9prW201q2u+1OqJ4NCiBtdTMngZGzKXfOEsF+L2kx7wJu41ExGt69fpsQK4L0hLdgz9T7eHOBdZGIFUMPGgsUT2/NI+/rM33qKSYv3X1szKzQ2hScXB+HuZMP8sW3vaGIFYGFmwswRLYlPy+Ldf4KLP0EIIYwoOzdvzcWOlXzNRXFnmJuaMGO4LwlpWfx3lfHbsEqbXAkhKo9d+eVuO1fR+VYFmdDZg3+e7cw7g5rfsXuam5rw/hAf3h3cnM0nLzFs3k6Coi7z2Pf7sDI35fvH2hmtEqNPXQee6ubJ8gMxbD4pz6OEEJXX4ehE0rNy6XSXPPATt8+nrgOTuzXk96AYthi5DZPkSghRrB1hcThUMy+2d6aq8anrgJnpnf0YVErxaAd3Fj3mz/mkKwz7aieX07P4fnw73GoYt5zws70a4VXTlteXHyU5I7v4E4QQwgh2nopHKQioImsuijvj2Z6N8XSx4Y0/j10bGWIMklwJIYqktSYwPI6Onk6yaG056tzYmb+e7kTPpq7MH9MWn7oOxg4JSzNTPhnekospGXyw6oSxwxFCiAIFhsfhXdueGjYWxg5FVCJW5qbMGN6Sc0lX+Hh1iNHikORKCFGkyPh0ziVl0PEuGhJYWTR0seW78e3oWsY5XxWhZb3qTOrqydJ90WwLlYp0QojK5UpWLgfPJFbZZUFExWrboAaPdfRg8e4o9kTEGyUGSa6EEEUKDI8D7q75VqJoL9yXN7Ti9T+OGnVohRBC3Gx/VAJZuQY6SDELUYiX7/eivqM1ry4/wpWs3Dt+f0muhBBFCgyPo46DFe5Oxp0PJO4cK3NTPhnRkvNJV/jwXxkeKISoPHaeisfMROHv7mjsUEQlZW1hxkdDWxAZn86sDaF3/P6SXAkhCpVr0OyKiKdTI2eUkvlW95I29WswsbMHS/acYWd+76UQQhjbzvA4WtWrjo2lmbFDEZVYx0bOPOxfjwXbIzgcnXhH7y3JlRCiUMHnkklMz5ax7feo//RpgoezDa8sP0KaDA8UQhhZ0pVsjp5NkjnAokRe798MX7fqd7z9krRfCFGoHfk9Fh0bydj2e1Fe5SVfHvp6Fw/OC6RF3eo0dLHB3ckGD2cb3J2tsbaQZkQIcWfsiYjHoJHFg0WJ2FuZ8+eUjnd85I20ikKIQu08FYdXTVtc7ayMHYowknbujnzwYAtWHDpLYHgcyw/E3LC/lr0V7s7WeDjb8t4QHynXL4SoEOlZOczeGIa9lRmt61c3djiiijDGlAZJroQQBcrIzmXv6QQeaV/f2KEII3vYvz4P++f9P0jPyiEyLp3I+DROx/3vz8EzlyWxEkJUCINB89KvhzlxPpkF4/ywNDM1dkhCFEqSKyFEgQ6cuUxmjkFKsIsbWFuY4V3HHu869sYORQhxj/hsfShrjl/gzQea0bNpTWOHI0SRpKCFEKJAgeFxmJoo/D2k3K0QQgjj+OvgWeZsDmdUu3pM7Oxh7HCEKJYkV0KIAgWGx9OqXnXsrMyNHYoQQoh7UFDUZV5ZfoT2Ho68O9hHlgQRVYIkV0KIWyRdyeZITCKdpCKTEEIII4i5nM6Ti/dT28GK+WPaYmEmv7KKqkHmXAkhbnG13K2sbyWEEOJOS8vM4fFF+8nMNrB0kh81bCyMHZIQJSbJlRDiFoHhcVQzN6V1/RrGDkUIIcQ9xGDQPL/0EKGxKXz/mD+NXO2MHZIQpSJ9rEKIG0QnpLM+OBZ/D0cZhiGEEOKOmrH2JBtOxPLWAG+6ebkYOxwhSk16roQQAGit+T0ohnf+DgZgUteGRo5ICCHEvWTp3jPM33qK0e3rM66ju7HDEaJMJLkSQhCfmsnUP4+y9nhej9WnI1pSz9Ha2GEJIYS4B+TkGpix9iTfbIugS2Nnpg9qLpUBRZUlyZUQ97hNIbG88vtRkq9kM7V/UyZ2boipiTRqQgghKl5caibP/nyQXRHxjA1owLQB3pibypB0UXVJciXEPSotM4f3/z3Bz3vO0LSWHYsn+tOstr2xwxJCCHGPOBSdyFM/BZGQlsXMES0Z3tbN2CEJcdskuRLiHnTgzGVe+vUQUQnpPNm1IS/18cLSzNTYYQkhhLgHaK35ZW8001cex9XekuVPdcSnroOxwxKiXEhyJcQ95mhMEg/N30VNeyt+eSKAgIayULAQQog7IyM7l7dWHGPZ/hi6erkwe2QrWcdK3FUkuRLiHqK15r1VwThUM2fVc52pbi0NmhBCVHYXkjI4n3Slyq89GHM5nSlLDnAkJolnejTixd5eMsdX3HUkuRLiHrLhxEX2nE7gv0N8JLESQogqYNepeKYsCSIlI4c1L3Spsovqrjl2gdf+OEJuruabsW3p07yWsUMSokJIORYh7hHZuQY+XH0CTxcbRrWrZ+xwhBBCFOOn3VGMXbgHRxsLrC1MeefvYLTWxg6rVNIyc3j19yNM/ikItxrVWPFMJ0msxF1Nkish7hFL954h4lIar/drJmVuhSgjpVRfpdRJpVS4Uuq1AvZbKqV+zd+/Rynlnr/dSSm1WSmVqpSac6fjvpdFJ6RjMFSthCQ718Cbfx3lzb+O0aWxM38+3YkXe3uxPSyO9cGxxg6vxA6euUz/L7azLCiaKd09+eOpTjR0sTV2WEJUKPkNS4h7QHJGNrM2hBHQ0JFezVyNHY4QVZJSyhSYC/QDvIGHlVLeNx02EbistW4EzAI+zt+eAUwDXr5D4d4VouLT2Hs6ocznH45OpNsnm1mwI6LM17iYksHBM5fLfH5pJaRlMXbhHn7afYYnuzVkwbh22FuZMyagAV41bfnvqmAysnPvWDxlkZNrYPaGMIbP30VOrmbpEwG80rcpFmbya6e4+8n/ciHuAfO3nCIhLYs3+nvLqvdClJ0/EK61jtBaZwFLgcE3HTMYWJT/9e9AL6WU0lqnaa13kJdkiRLQWvP80kOMWbCHqPi0Mp3//qoTGDR8sy2CK1mlT0i01jy95ABDv9rJqiPnS31+aZ28kMLguTs4cCaRWSNb8nq/ZtcKPpibmvD2wOZEJ1xhwfayJ4sV7Ux8OiO/2c2sDaEM9K3Nv893ob1UpRX3ECloIcRd7mziFRbuOM2DrevSwk3WERHiNtQFoq/7PgZoX9gxWuscpVQS4ATE3ZEI7yJBUZc5FJ0IwH//OcGCcX6lOn9dcCx7IxMY2roufxw8y9J9Z3isk0eprrEjPI59kZdxsrHghV8PYmdlRlcvl1Jdo8TxHr/Ai78ewsbSjGVPdqBVveq3HNOpkTP9fGoxd/MphrZxo071ahUSS0Eyc3K5kJSBQeclnXkjLXX+92DQmsPRiby36gRKwexRrRjcqu4di0+IykKSKyHucp+uPYkGXr6/ibFDEaKqK6jb9+bJPCU5pvAbKDUJmARQv379kkd2F/p2ewQO1cwZ19GdLzaGseXkRbo3Kdmw5uxcAx+tDqGRqy0zhvsSc/kK32yLYHT7BiUemqa15rP1odRxsGLls50Zu3AvTy4OYskT7WlTjiXR07NymLf5FHM2h+Pr5sA3Y/2o5WBV6PFT+zdjU8hFPlwdwpcPty63OG6WkJZFUNRl9kclcCDqModjksjKMRR7XnsPRz4b2Yq6dzDxE6IyqbTJlVKqLzAbMAUWaK0/umm/JfAj0BaIB0ZqrSOVUk7kDcVoB/ygtX7mzkZe9RgMmg/+PcGAlnUKfFImqq5jZ5P44+BZnuruKQ2dELcvBri+1KYbcK6QY2KUUmaAA1DiSUNa62+AbwD8/PyqVhWGchQZl8a64FimdPfk6R6e/H34HO/+HUxHT+cSJUc/7znD6bg0vhvvh5mpCU/3bMS47/byx4EYRvmXLGndGnqJg2cSef9BH5xtLVk0oR0j5u/ise/38dvkDnjVvL2S6Nm5Bpbui+aLjWFcSslkaJu6fPBgC6zMTYs8r56jNZO7eTJ7Yxhj2tcvtyF3camZbDwRy/7IywRFXSYiLm8oprmpwqeuA48GNKBJLTvMTBUm+cPLTVTe10qBiQJrCzM6NXKWtavEPa1SJlfXTRruTV5DtU8ptVJrHXzdYdcmDSulRpE3aXgk/5s07JP/RxTjYHQiC3acZvWxC6x5oQt2VubGDkmUg6sLBjvaWPBUd09jhyPE3WAf0Fgp5QGcBUYBj9x0zEpgHLALGA5s0lWtdnYl8F3gacxNTBjXwR1LM1PeGuDNYz/s44edp5nUtejPs+SMbD7fEEpHTyd65Pd0dW3sjK+bA/O2nGJ4WzfMiqmYqrVm1vpQ6lavxoi2efm0q50VP01sz7CvdjJ24R5+n9yReo7WpX5tBoPm32Pnmbn2JJHx6fi7OzJ/TFvaNih5b9jkbp78HhTD2yuP88+znYt9PcXJyM7lwXmBRCdcoYa1OW0b1GCEXz3aNqiBr5tDsQmfEOJ/KmtBC5k0fAetOnIec1PF+aQrvPN3cPEniCphU8hFdkck8MJ9jbGXhFmI26a1zgGeAdYCJ4BlWuvjSql3lVKD8g9bCDgppcKBl4Br5dqVUpHAZ8B4pVRMAZUGBXA5LYtl+6MZ1KoOrvZ5w+N6NHWlV1NXZm8I42Jy0c37vM2nSLySzdT+za4V8FFK8XSPRpxJSOefEhSm2HzyIodjkni2Z6MbesrqOVqzeGJ7MrINjF24h0spmaV6bYHhcQyeG8gzPx/EytyU78b78euTAaVKrACqWZjyxgPNCLmQwi/7oos/oRgLtkcQnXCFbx/148C03iwY146nunvi7+EoiZUQpVRZk6uCJg3fPCvyhknDwNVJwyWilJqklNqvlNp/6dKl2wy36jIYNP8ePU83L1ee7tGI34NiWHv8grHDErcpJ9fAB/+eoKGzDQ+XcAiMEKJ4Wut/tdZeWmtPrfX7+dve0lqvzP86Q2s9QmvdSGvtr7WOuO5cd621o9baVmvtdtNojLuKwaD5aXcUHT7cyOqjpauyt2RPFBnZBh7vcmPxiWkDvMnO1Xy85mSh50YnpPNdYF4BH5+6Nxbw6d2sJl41bZm7ObzIda/yeq3CqOdYjWFt3W7Z36SWHd+Nb0dsciaPfreXpCvZRb6eXIPmwJnLjF24h9EL9pCQlsWnI1qy6rku9Gxas8wVXPv51KJDQyc+XXeSy2lZZboGwIWkDOZtOUXf5rXo7V32eIQQeSprclXhk4a11t9orf201n4uLhVT+acqOHDmMheSMxjgW5tnezameR17pv5xlLjU0j2NE5XL0n3RnLqUxmv9msqCwUKIOyriUiqjvt3Nm38dI+lKNq8uP8L5pCslOjczJ5dFu6Lo6uVC01r2N+xzd7ZhYhcPlh+I4UAh607NXHcSBbzc59YCPiYmeb1XYRdTWRdc+EPEDScucvRsEs/2bFzo52fbBjX4emxbwi+m8PiifdfKvGutiU5I558j5/jg3xOM/HoXvtPXMnTeTo6dTWLaAG82vdyNYW3dbnteklKKtwd5k5KRw2frQ8t8nRlrQsjJ1Uzt3+y24hFC5Kmsv3WVZtIwZZk0LPKsOnoeCzMTejVzxcLMhFkjW5GSmcPrfxxFpgkYx56IeDaFxBKbnFGmf4PY5Aw+3xCKv4cjvb1rVkCEQghxq+xcA/O2hNN39nZCziczY7gvq57rQnau5v9+O1Jkb9FVKw6d41JKJk90Kbhk+jM9GlHT3pLpK4/fcr3D0YmsOHSOJ7o0LLRE+QDfOrg7WTNnc3iBn69X51o1cLJmaOuiy4h39XJh1shW7I+6zJiFexj33V7a/Hc9XWZs5pmfD/JDYCQZOQaGtXVj5oiWbH2lBxM7e2BpVn7D7JrWsmdsQAOW7Iki+Fxyqc8/eOYyfxw8y+NdPKjvVPr5Y0KIW1XKghbIpOE74uqQwO5eLteKWHjVtOOV+5vw3qoT/B4Uwwi/esVcRZSnBdsjeG/ViWvfO9ta0LyOA83r2NO8jgM+de2p72iNUorLaVmExqYQejGVsNgUQmNTCItNJT4tC6Vg4bhmMrxDCFGorBwD5qaqXD4njp1N4tXlRzh+Lpl+PrV4Z1Dza/Ol3hzQjDf+PMaPuyIZX8Q6U1prFmyPoGktOzo3ci7wGBtLM17v14wXfj3Eb0HRjGxX/9q57/97AmdbCyYXUcDH1ETxVHdPXl1+lK2hl24p7b72eCzB55P5dETLEhWJGOBbh5SMHD5YdYK6NarR27smvm7VaelWnSa17Epc9v12vHifFysOnWX638f5dVJAif89DQbNO38H42JnyZQejSo4SiHuHZUyucpfePHqpGFT4Lurk4aB/flj2xcCi/MnDSeQl4AB1yYN2wMWSqkhQJ+7eWx7WQWduUxsciYP+Na+YfuETh6sD47lnb+D6eDphFuNqvE0a8meKD5bF8pwPzfGd3SntkPVKj0+b0s4M9acpH+LWozv6EHwuSSOnUvm+LlkArdFkJP/lNbO0gxLc9Mbhm7aWprRuKYt9zWrSeOatrT3cJIFg4UQBcrMyWXxrii+2BiGh4stnwz3LXNZ8YzsXD7fEMa32yNwtLFg/pg29PW5sU15xL8+G4Jj+XB1CJ0bO9PIteB7bQ29RGhsKjNHtCwyQRjcqg4/7Y5ixpqT9PWpjUM1c9YHx7L3dALvDfHB1rLoX20ebO3G7A1hzNkUTjcvl2v3Mhg0n28IpaGzDYNb1Snxe/Cwf31GtatntIdZDtbmvNK3Ka//cZQP/j1xQyGPoqw4fJZD0YnMHNGy2PdMCFFylfanSWv9L/DvTdveuu7rDGBEIee6V2hwd4lVR64OCbxx6JiJiWLmiJb0/XwbL/92mJ8fD8Ckkq9ZkZVj4MuN4QB8uy2ChdtPM8C3No93aXjLpObKaPaGMGZtCGVwqzrXnpj6ezhe25+Zk0vohVSOn0vi+LlkMnNy8appRyNXW7xq2lHbwUp6qYQQRdJas+roeT5eE0J0whU6ejoRciGFAV/s4LlejXiym2eJ52gaDJr1J2L5aHUIp+PSeMjPjTf6e+NgfWtlUqUUHw/35f5Z23jx18P8MaVjgfdZsP00Ne0tGdSy6MRGKcX0Qc0ZOGcHszeE8Xr/pny0OgRPFxtGtSt+tIWFmQlPdvPk7ZXH2XM6gYD8daLWHL9AyIUUPh/ZqtSlzY39+TuqXT1Czifz7fbTmJqY8GrfJkXGlJaZw0erQ2jp5lDs8EchROlU2uRKVKyrQwJ7NHEp8IlVPUdr3h7YnFeWH+H7nZFM7Fz4UI7ykpyRjZ2lWZkaqX+OnONCcgbfP9aORi62fB8Yya/7zvDXoXMENHTkiS4N6dHEtdIliVprPl0XypzN4Qxr48aM4b4FTnK2NDOlhZuD9EYJIcpkf2QC7606waHoRJrWsuPHCf509XIhPjWTt1ceZ+a6UFYfu8Anw1viXce+0OvkGvIStLmbwjkZm4KHsw1LHm9Pp0KG8V3lamfFh0NbMPmnA3y5MYyXbio4EXwumR3hcbzSt0mJhtL51HXgYf/6LNoVSY7BQERcGgvH+ZU4KRrZrh5fbgpn7uZwAho6Xeu18nSxYWAxyV1ldDXhzNWa+VtPYWai+E8fr0Lb0/lbTxGbnMm80W0qXbsoRFVXWQtaiBLKyM5l7uZw3lpxrESTha/aH3WZiymZPOBbeCMyws+N+5q58vGaEMJiU8oj3EJFXEqlwwcb+Wh1SKnP1Vrz7fbTNHa1pbuXC/UcrXlroDe7pvZiav+mRMWnM3HRfu6btZWf95whJ9dQAa+g9LTWfLQ6hDmbw3nYvx6fFJJYCSFEWUXGpfHUT0EMn7+L80lXrhWZ6OqVVyXXydaSOY+0Yf6YtsQmZzJozg5mrQ8lK+fGz8nsXAO/B8XQ+7OtPPfLQXK15vORrVj/YtdiE6ur+vrUZlgbN+ZsDr+l2t+CHRFYW5gy2r9BiV/by32aYGNhyo+7oujo6UTPpq7Fn5TPytyUJ7p4sD0sjkPRiaw6ep7Q2FSev8+ryn4OK6V4d5APD/vXY87mcGZvDCvwuOiEdL7eFsHgVnVo28CxwGOEEGUnyVUVpbXmnyPn6PXpVj5Ze5Ifd0Xx95GbCyoWbtWRc1iamdCriMZIKcWHQ32xtTTjpWWHya6gpCTXoHnl9yOkZeXyfWAk0QnppTo/MDyeE+eTeaJLwxue0tlbmTOpqyfbXunB7FGtsLEwY+qfR3n0u70k3MaaIOVBa827/wTz9bYIHu3QgPeHtJCnh0KIcpOYnsU7fx+n96ytbA29xEu9vdj8cnce8qtXYPLQ16cW61/sysCWdZi9MYxBc3ZwNCaJzJxcluyJosfMLbz822GszE35anQb1r3QlSGt65Z6+Nzbg7yp7VCNl349RHpWDpBX4fTvw+d4yK9egcMKC+NoY8Fr/ZpRzdy0xPOMrjc6oAEO1cz5YmMYn28IxaumLQ+0qF38iZWYiYni/SEtGNHWjc83hDFn060J1kerQzBR8GrfpkaIUIi7nyRXVdDRmCQe+noXz/x8EDsrM36a2B6fuvZ8vDqEjOzcYs/PNWj+PXaBnk1dsSlmEquLnSUfPNiCo2eTmLw4iMW7ozh45nKJ7lNSi3ZGsj/qMv93fxNQMGtD6dbr+GZ7BM62lgxuXXAvnLmpCYNb1WXlM534ZLgv+6MuM/DLvF8cjMFg0ExbcYzvA/OGW74zqLkkVkKIchWflsWSPWcY3rYeW/6vO8/1aoy1RdGf9zVsLJg1shULx/lxOT2LIfMC6fzxZt748xhOtpYsHOfHquc6069F7TJ/ZtlbmfPpQy2JSkjn/fzKqD/sjCTXoJlQRCXBwjzSvj4HpvUu09xaW0szJnTyYFPIRU5dSuP5XlW31+p6JiaKj4b5MrR1XWauC+WrLaeu7dsdEc+qo+d5qlujQsvVCyFuT5nmXCmliuxH1lrLelMVIDY5g0/WnmT5gRgcrS34cGiLa08h3zDx5uFvd7Nwx2meLqak6v7IBC6lZNK/hE/o+vrU4ukenizZc4aNIReBvHK2jV1t8anrgE8de1q4OeBd24FqFqVbvyMyLo0Za0Po1dSVKd09SbqSzbfbI5jUteEtC0gW5OSFFLaFXuL/7m9S7NohSilG+NWjSS07Ji8OYtj8nXzwYAuGt3UrVcy3w2DQTP3zKEv3RfNUd09eub/oScdCiJKTtul/PF1s2flaT5xtLUt9bq9mNVnn7siMNSGcS7zChM4edG7kXG6fVQENnZjUpSFfb4ugg6cTS3ZH0denVpnXWSptu3O98R3d+XZ7BG41qtHPp1aZr1PZmJooPhnRklyt+XhNCGYmigmdPXjn72DqOFgxqWtDY4coxF1LlWVpKKXUaUADBX3Saq11lfqp9fPz0/v37zd2GIXKyM5l4Y7TzN0cTnaugQmdPHi6ZyPsrW4cPvHEj/vZGR7Hlv/rgYtd4Q3qWyuOsWx/NEFv9i625+p6WmvOJl7h2Nlkjp1N4ti5JI6dTSIuNW+InZONBYsnti9yMvT1DAbNqG92c+JCMutf7EYtBysS07PoMmMz/u6OLBzfrthrvPzbYVYdOc+u13tS3dqixK8lPjWTZ34+yK6IeMZ1aMCbA7xLXCXrdny4+gRfb43guV6NefG+xpJYCZFPKRWktfa7zWtI21RFZObkMnhOIKGxKRg0/DGlI23q1zBKLIejE6lubU4DJxuj3L8i5eQaeP7XQ6w6cp7uTVzYcvISXz7cukoW7RDCWErbPpWp50prXfGl4+4SCWlZ/LwnikfaN8DRpuS//F916lIqk37cz6lLafTxrsnU/s1wdy64AXi9X1P6zNrGZ+tD+XBoiwKPyTVo/j1asiGBN1NK4VbDGrca1vTNf8KntSY2OZPDMYm8s/I4oxfs5ucnAmhWu/gE68ddkeyNTOCT4b7UcshbbLK6tQWTu3nyydqT7ItMoJ174Q+iY5MzWHHoLI/41y9VYgV5k7gXT/Tn4zUhfLv9NMHnk5k7ug2udlaluk5pLN17hq+3RjA2oIEkVkJUAGmbqg5LM1NmjWzF4DmBtHBzMFpiBdCyXnWj3buimZma8PnIVuTmatYcv0A79xoM8K3a88qEqOxu+1G9UqqGUspfKdX16p/yCOxuMW3FMWauC6X/7O3sjyzdiJTNJy8yZG4gienZ/DjBn28e9Ss0sQJo6GLL2A4N+HXfGU5eKLi6397TCcSlZvJAi/J5aqWUopaDFfc3r8UvkwKwNDNl9II9hd7/qjPx6Xy85iTdm7jcMixvQicPXO0s+Xh1CEX1rC7aGUmOQTOhjGXizUxNeOMBb2aPasXRs0kM/HLHLRWsyktgeBxv/nWMbl4uvD3QWxIrISqYtE2VX7Pa9vwxpSNfjWlj7FDuauamJnzxcGte79eUT0e0kvZHiAp2W8mVUupxYBuwFngn/+/ptx/W3WHLyYusOnKeh/zcsDQ3YeQ3u/l666liS6Zrrflqyykm/LCPejWsWfFMp2tlc4vzfK/G2Fqa8f6/Jwrc/+/R81QzN6VH05JdrzQaONnwy6QAzE0Vj3y7m9BCyrcbDJpXlh/GzETx4dAWt3zQV7Mw5fn7Gmoz/k8AACAASURBVLM/6jIbT1ws8BppmTn8tDuKvs1r3fZQjsGt6vLnlE5Ympky8utd/Hv0/G1d72bhF1OY/FMQni62zHmkdamrawkhSkfapqrDp65DhY4YEHmuLpxc1nltQoiSu93f8p4H2gFRWuseQGvg0m1HdRe4kpXLtBXHaOhiw3//n737DnOq2vo4/l3TgKH33jsC0gSVIkpvYkWs2EC99q5X34u91ys2sFxUxK50ERAErCAggqA06b33MrPfP3aQAcK0JJMpv8/z5ElycnLOig7ZWWfvvfY5DRl1cxu6nFSWJ8ctpP97M9m2J3gp8L0Hkrjlozk8/fVCejQqz+c3nE6l4un/MiyWmMAtHWoz9a+NTPnz6MQkKdkxbt5azqpXJs2qUZlVvVRBhvc/ldgYn2AFWx9r2M/L+WnpFh7sWZ/yRYNXK+rTojLVSxXkmfELSQqSjH4ycyU79h3i2rbhmUJRv3wRRt7UmsaVinHHJ3OYvyY8lQQ379rP1f+bSb64GN6+sgWF86e/zLCIZJraJhERiYpQk6t9zrl9AGaWzzm3EKibxnvyhFe+XcTKLXt5/JxG5IuLpUj+eF69pBkP9WrA1EUb6fHf6cw+Zgja6m17ueCNHxg9dw33dq3HKxc3zVQVpCtOq0a1kok8MXbBUQvm/rxsM5t2HaBHhMdb1yhdiA/7n4qZcfGQn1m8Ydc/r63csocnxy2kbe1S9GlR+YTHiI+N4c7Odfhr/S6+nL36qNcOJSXzzvfLaF61OM2rhm+cfrHEBN64rDnFExMY8N6vIa+Fte9gEte9/yvrd+xjyBUtMpQki0hI1DaJiEhUhJpcrTKzYsBXwAQzGwGkfyXbXOqv9TsZPHUpFzSvxGk1S/6z3cy4snV1Pr3+dAD6vPkjb09fhnOOn5du5uxXprNiyx7e6XcKN7Svmelx0QlxMdzXrR5/rd/FxzNX/rN9zNzAkMC66V/FPrNqlSnE8P6tALh4yE8s2bgL5xz3fj6XGPNrcKT1+bo3LE+jikV5ccJf7D90ZF2t8fPXs3LLXvqHqdcqpdKF8/Hm5c3ZuGs/N30466jkNCMOf9aZy7fy4kVNaBrFydoieZDaJhERiYqQkivn3LnOuW3OuYeA/wPeBs4JR2A5VXKy44Evf6dw/jj+3b1+0H2aVC7G2FvackadMjw6+g/6vPkjl771M0UT4/nqxtacWS/05KfLSeVoWa0EL3zzFzv3HeRQUjLj56+jQ/0yIa0JkhG1yhRmeP9WJCc7Lh78E8+O/5MflmzmgR71qZiOxQtjYox7u9Zj9ba9fPDTCsAnLYOnLaVqyUQ6NSgbkbgbVyrGE+c24oclm3ly3MJMHeOliYsYMWcN93Stm+71xEQkPNQ2iYhItISjWmCsmVUAlgFzgNyzCl8mfPrrSmb8vZX7u9dPtfR60cR4hlzRnAe612f2im20q1Oar25sTc3ShcISh5nxYM/6bN59gNenLAlUCTxAjyz+oV+7bGE+7H8qh5Idr01ZQptapeh7yomHAx6rTe1StKlVilcnL2bnvoPMXL6V31Zu49o21YmNiVzFowuaV+LK06vx9vRlfDFrVYbe+9Xs1bw8aREXNq/EDWfUjFCEIpIatU0iIhINIVU1MLObgYHAeuDw+CkHNA4xrhxp0679PDF2IS2rl+DCY8qLB2Nm9G9Xgz4tKlOkQFzYy6M2rlSM85pW5K3py1iwdgeJCbG0z4IhgceqW64wH/ZvxaBvF3N/9/oZ/pz3dq1Hr0HTGTJ1KQvW7aRYYjwXNE9/gpZZD/Soz4K1O7j/i9+pXaYwjSoVTXX/pGTHF7NW8cCX8zi1RgkeP/f4SogiEnlqm0REJFpCLRl3K1DXObc5HMHkdE+MWcCeA4d44tyGGfpRXTQxchXk7upSlzG/r2XynxvpdXKFLBsSeKx65Yow6JLMrWXSqFJRejQuz+BpS9l/KJmbzqyVJZ8jPjaG1y5txtmDvue692cy8uY2lCqU77j9kpIdo+eu4eVJi1i6cTcnVyrKG5c1JyFOJddFokRtk4iIREWov/5WAuGpWZ3D/bB4E1/MXs117WpSq0zhaIfzjwrFCjCgnS/80KNRzh0Vc1fnuhxKcsTHxHDFadWy7LwlC/kCF5t3H+DGYbM4mKLARXKyY8zctXR9aSq3fjSH+JgY3risGV/+qzXFEk88JFREIk5tk4iIREWoPVdLgSlmNgbYf3ijc+6FEI+bo+w/lMSDX82jaslEbjqrVrTDOc6NZ9aiVplCdGqQc5Or6qUKcl+3eoCv6JeVGlYsylPnN+L2j3/j8TELGNirAePnr+eliX+xcN1OapXxiwN3b1iemAjOAxORdFPbJCIiURFqcrUicEsI3PKk16csYemm3bx/TUvyx0dn2F1q8sfH0rtJxWiHEbJwLRicGec2rcS81Tt4e/oypvy5gb8376FGqYK83LcJPRtXiGhxDRHJMLVNIiISFSElV865h8MVSE61dOMuXpu8hLNPrkDb2qWjHY5E0P3d6rFk4y6Wb97D8xeeTO8mFYiL1bwqkexGbZOIiERLqNUCR+ErMKW0HZgJvOmc2xfK8XOCQd8uJl98DA/2DL6mleQecbExvHvlKaoAKJLNqW0SEZFoCfWy+1JgFzAkcNuBL31bJ/A813vs3IYMvbolZQrnj3YokgWUWInkCHm+bRIRkegIdc5VU+dcuxTPR5nZVOdcOzObH+Kxc4TEhDiaVSke7TBEROSIPN82iYhIdITac1XazKocfhJ4XCrw9ECIxxYREckMtU0iIhIVoSZXdwLTzWyymU0BpgF3m1lBYGiowYmIiGRCxNomM+tqZn+a2WIzuy/I6/nM7OPA6z+bWbUUr90f2P6nmXUJJQ4REcmeQq0WONbMagP1AAMWppgo/FKowYmIiGRUpNomM4sFXgU6AauAGWY20jn3R4rdrgG2OudqmVlf4GngIjNrAPQFTgIqABPNrI5zLimz8YiISPaTqeTKzM5yzn1rZucd81INM8M590UYYhMREUm3LGibWgKLnXNLA+f7COgNpEyuegMPBR5/BgwyXwmnN/CRc24/sMzMFgeO92OIMYmISDaS2Z6rM4BvgV5BXnOAkisREclqkW6bKgIrUzxfBbQ60T7OuUNmth0oGdj+0zHvPW51dzMbAAwAqFKlyrEvi4hINpep5Mo5NzBwf1V4wxEREcmcLGibgq3FcOx6WifaJz3vxTk3GBgM0KJFi+NeFxGR7C2kghZmdquZFTHvLTObZWadwxWciIhIRkWwbVoFVE7xvBKw5kT7mFkcUBTYks73iohIDhdqtcCrnXM7gM5AGeAq4KmQoxIREcm8SLVNM4DaZlbdzBLwBSpGHrPPSKBf4PEFwLfOORfY3jdQTbA6UBv4JQwxiYhINhLqIsKHhzl0B951zv0WmLgrIiISLRFpmwJzqG4CxgOxwDvOuflm9ggw0zk3EngbeD9QsGILPgEjsN8n+OIXh4AbVSlQRCT3CTW5+tXMvgGqA/ebWWEgOfSw/FoiwMv4Buwt59xTx7yeD3gPaA5sBi5yzv0deO1+fDncJOAW59z4cMQkIiI5QsTaJufcWGDsMdv+k+LxPuDCE7z3ceDxcMQhIiLZU6jJ1TVAE2Cpc26PmZXED78IidYSERGREESkbRIREUlLSHOunHPJzrlZzrltgeebnXNzwxDXP2uJOOcOAIfXEkmpNzA08PgzoMOxa4k455YBh9cSERGRPCCCbZOIiEiqQi1oESnB1hI5dj2Qo9YSAVKuJZLWezGzAWY208xmbty4MYyhi4iIiIhIXpRdk6ssWUvEOdfCOdeidOnSmQhRRERERETkiJCTKzNrY2ZXBR6XDpSYDZXWEhERkUyLUNskIiKSqlAXER4I3AvcH9gUD3wQalBoLREREcmkCLZNIiIiqQq1WuC5QFNgFoBzbk2g5G1ItJaIiIiEICJtk4iISFpCTa4OOOecmTkAMysYhpgArSUiIiKZFrG2SUREJDWhzrn6xMzeBIqZWX9gIjAk9LBEREQyTW2TiIhERUg9V86558ysE7ADqAv8xzk3ISyRiYiIZILaJhERiZaQkiszux34VI2WiIhkF2qbREQkWkIdFlgEGG9m08zsRjMrG46gREREQqC2SUREoiKk5Mo597Bz7iTgRqAC8J2ZTQxLZCIiIpmgtklERKIl5EWEAzYA64DNQJkwHVNERCQUaptERCRLhbqI8A1mNgWYBJQC+jvnGocjMBERkcxQ2yQiIgAc3AvJyVl6ylDXuaoK3OacmxOOYERERMJAbZOISF62exP8MgRmDIFz3oA6nbPs1JlKrsysiHNuB/BM4HmJlK8757aEITYREZF0U9skIpLHbV4CPw6COR/CoX1QpxsUytpR4ZntufoQ6An8CjjAUrzmgBohxiUiIpJRaptERPKiFT/DD/+FhWMgNh5O7gun3Qyl62R5KJlKrpxzPQP31cMbjoiIZLndm2Dbcti57sht1zrYuR52roVd66FgaajVAWp1gsqtIC4h2lEfR22TiEge4hwsHA0/vAIrf4b8xaDtndByABSO3gocoS4iPMk51yGtbSIiEiHfPQuzhkK9HtDwfKh0Cpil/b592+GPkTD3Y/h7Or5j5zDzyVThcv5WvjFsXQ4/vgrfvwwJhaD6GVC7I9TqCMWqROrTZYraJhGRPODbx2Dac1CsKnR7FppeCgkFox1Vpudc5QcSgVJmVpwjQy+K4NcUERGJvoN7Ib5AtKOInG0rYOqzUKQ8zHwXfn4DilaBhuf6RKtc46MTraSDsHgSzP0I/hznx6OXqAFn3AsVmkChslC4vE+sYoM0D/t2wLKpsHiiv/05xm8vVcf3aHX4D8Tnz5rPHoTaJhGRPGLpFJj2PDS5FHr9N3ibFSWZjeQ64DZ8Y/UrRxqwHcCrYYhLRCQ0vwyBr++H3q/CyRdl7hhblkKB4v4WbttWwB8jYMlkn9xUaZXxY3z7mL+/cgzkKwJ/joV5nx/pYSpZyydZlVvCX+P9a3s2Q2JJaHYFNL4IKjZPX08XQP4iUL+nvzkHm/7ySdaiCbBoPHR5POOfIbzUNomI5Ha7N8EX10Gp2tD92WyVWAGYcy7tvU70ZrObnXOvhDGeqGjRooWbOXNmtMMQkXDZvgoGtQSX5Htnuj0LrQZk7Bizh8GoW6FMfej/rZ8gG6qtf/uEav5XsGaW3xaX3w+9u+FHSEhM/7HWzIHBZ0Dr26DTw0e/tmcLLBjpk6ll0wDnz1O3GzTu6+dOhePzpJScBDGxmX67mf3qnGsRjlDUNomI5FLJyTD8Ilj6HfSfBOUaRfyUGW2fQkr1nHOvmFlDoAGQP8X290I5rohIpjkHY+8GlwzXTYOJD8G4u2HfNmh3d9q9NMlJMHGgnyBb5iRYNxemvQDt781cPFuWwR9f+YRqbWDZpfJNoOND0KA3bF8NQ3vClCeg82Pp/4wT/g8KlIC2dxz/emIJaH6lv+1c5xOxqqdB/qKZ+wzpEUJiFW5qm0RE0rBrgx+VEe4LbZH28+uw6Bt/0TQLEqvMCLWgxUCgPb4BGwt0A6YDasBEJDoWjvbD4zo94kuw9nkPRt4Ekx+Hvdt8AhMTE/y9+3bAF/3hr6/hlP7Q9Un48nqY+gzU657xL/KZ78Do2/3jCs18TA16Q/FqR/YpUQOa9fND+U46Dyo2S/u4iyb4uU9dn047YSpcDup2zVjcOZzaJhGRVOxYC6+2hGpt4eIPox1N+q2ZDRMGQt0e0LJ/tKM5oRP8wki3C4AOwDrn3FXAyUC+kKMSEcmMfTtg7D1QthGc+i+/LTYOer8Gra6Hn171iVbSoePfu2UZvN3ZJy49nocez/kret2f9T1EX93gC0Kk17JpvgetVke47XcYMBla33p0YnVYp0egYBkYeXPa50g6BBP+45OyFlenP568RW2TiMiJfPso7N/hixItGJ25Y+za6C8gbl0e3thOZP9O+OxqvyBw70HpnyscBaEmV3udc8nAITMrAmxAizSKSLR8+5hfl6nXy0cPdYiJga5PQft/w5xh8Gk/OLjvyOvLf4C3Ovj3Xv4lnHLtkdcSS0Cvl2Dd774yUXps/Rs+ucInQBe8k3ap8gLFfEK3fp5fBDE1c4bBxgXQYWC2XGsqm1DbJCISzOpZvh059UY/9H3cPbB/V8aOkZwEn13lR2a83Bje6gg/vgY71kQmZoAxd/m29bwhvl3OxkJNrmaaWTFgCL4y0yzgl5CjEhHJqFW/wi+D/VCBSs2Pf93Mz5vq+rQfOvhhH9+gzHofhp7te6f6fws1zjj+vfV6QKM+vuz52rmpx7F/Fwy/xBfTuPij9M9zqt/TDxmc8jRsWhR8nwO7YfITUKml31dORG2TiMixnPNVdAuWhvb3Qc8XYcdqmPJkxo7z/cvw9zQ/6qLDQH+xcvz98EIDeLe7r9a7a2P44v7tI7+ESLt7oFrr8B03QkKqFnjUgcyqAUWcc2n88sh+VJFJJIdLOgiDz4Q9m+DGX3zJ8NTMGQ4jbvTzkXashppnwQXv+h6kE9mzBV471TdK/ScH7zVKToZPr4CFY+DSz3xVvozYud6Pgy/TwJdXP3Zu2JSnfeGLq8dDlVMzduxsLpzVAo85bjXUNomI+Aqyn13t14Vq3s9vG3Wrv8g4YIpfMD4tq3/1Q+jr9/Lt5uHheZsWwbwv/Dk2/QkWA9Xb+REjmVlq5LDNS+CNtlD+ZOg3Kipl1zPaPmWq58rMmh17A0oAcYHHIiJZ56fXYf3v0O2ZtBMrgCYXw0Xv+wIXra6HSz5NPbECPwyh50t+6N6054LvM/UZWDDKF83IaGIFULisXytqxQ/w67tHv7Zzvb9aWK9nrkuswiWSbZOZlTCzCWa2KHAfdPEzM+sX2GeRmfVLsf1xM1tpZhkcfyMiEgYH9/piEOUaQdPLjmzv+JCvGjj6Nj/cLzX7d8Hn/aFQOd/rlXLeU6nafnTIjT/DDT9Amztg41/wThcYc6efE51Rhw744Yex8XD+kGy3ntWJZDbK1CYeOOCsTB5XRCRjti73QxrqdvdX0tKrXg+4b0XGvqzrdfcL70573p+vQpMjr/0x0sdx8iVHimlkRpNL4fdPfSNYpysUrei3T3kSkvZDx4dTf3/eFsm26T5gknPuKTO7L/D8qPr8ZlYCGAi0CJzvVzMb6ZzbCowCBgEnGPMpIoJPQiY94pe36PLkiavbZtQPg2D7Sjj3jaOXzihQHLo8AV8O8Bf1Us45PtbX98GWpXDlaP++YMyg7En+1uY2Pxf65zdh4VhfKKpej7RjdQ6WfQfTX4K1v8FFw6BopYx93ijKVHLlnDsz3IGIiGSYczD2LsB8r1VGqwdl5ipY16dg6RT46l9+GEVcAqybB19eBxVbHH81L6PMfA/Z66f7q30XD4dNf8Gs93x1wFK1Mn/sXC7CbVNvfHl3gKHAFI5JroAuwATn3BYAM5sAdAWGO+d+CmyLYIgikqMt/c4PWd++0j+PifOjGUK1Yw1MfwHqnw3V2hz/euM+MOcDmPgI1OvlR1Ec648RMPt9aHtn8GMEk68wdHsaGl0II2+Bjy7xMXR/1g/LP9a+HX5+1Ywhvt0rUMInfvV7ZuzzRllI6bCZJZrZg2Y2OPC8tpnlrP8CIpJzzf/SLyZ41oNQrHLWnDOxhK9GuGG+Hwa4ezN8dLEvXNF3GMTnT/sYaSlRHc58AP4aB/O/8Ashxyf6CciSpgi1TWWdc2sBAvdlguxTEViZ4vmqwLZ0M7MBZjbTzGZu3BjGCeEikn0d2OOXEXnvbIhNgGsm+LUWfxzkh72HauLDkHwIOj8a/HUz6PECHNoL4/99/OvbV/nkqGJzaH9/xs9fqQVc9x10+A/8NR4GtYSZ7/p5ygAbFsDoO+CF+jDubkgoBOe8DncsgNNuzPj5oizUwYvv4isxnR54vgr4FMhk0XwRkXTau80PUSjfBFpdl7XnrtsNTr4Ypr3gG4qd6+HqccGvxGVWq+th3mcw8lY4sBPO+j8oWCp8x8/dMtU2mdlEINj/xAfSed5g3VIZqhrlnBsMDAZf0CIj7xWRHGjlL36x+i1L/Pd+h4GQkOgTmZ1rfXW/wuXhpHMyd/xVv/pKe21uD77O4mGlavt5Ut89BU0v9YWewM/D+vJ6XzjqvCFHL3OSEbHxvterwTm+iMbo22Dux7537u9pEJsPGp4PLa/1nz0HC3UgZ03n3DPAQQDn3F6CNy4iIuE1+QnYvdH3IqUcP55Vuj7pFzNcNxfOfiX8jUFsHJw9yF9JLFwhtHlceU+m2ibnXEfnXMMgtxHAejMrDxC43xDkEKuAlF2olYAILvwiIjnWof1+VMI7XXzi0m+UH0KXkOhfj4mF89+Cyi3hiwF+PcaMcs5fhCxU1ic2aWlzO5So6YekH14L8nDZ9e7PQMmaGY/hWCVr+s969iDfY7V1uS+qcccCOPf1HJ9YQeg9VwfMrACBK3NmVhPYH3JUIiKp2brcrwzf7Iqji0pkpQLF4dJPYeOf0OiCyJyjXEO45GMoWOZIgyvpEYm2aSTQD3gqcD8iyD7jgSdSVBLsDGRiDI2I5FpJh3w589G3++Hlza6Azo8Hr3QbX8Cvl/h2Jxh+MVzzDZSum/5zzfscVv0CvV/185/SEp/fL2j//jmBwk1dYfLjvrepyaXpP29azKDZ5UeOGa6iHdlEqMnVQOBroLKZDQNaA1eGGpSISKqmPuPX0Gh3T3TjKNfI3yKpVsfIHj93ikTb9BTwiZldA6wALgQwsxbA9c65a51zW8zsUWBG4D2PpChu8QxwCZBoZquAt5xzD4UYk4hkZ7s3++U71s8P3M+DDQt95ddC5fwyIHU6p36MxBJw2efwVif44Hw/H6tI+bTPfWAPTPiPXx/q5EvSH3PNM6FRH5j+oi8uUagc9HoptEJNJ5LLkqrDMr2IsPmSR5WAPcCp+CEXPznnNoUvvKyhhRpFcpBNi/1Cu62u80PzJFcI1yLCaptEJKr2bPHziVb+4udMHVawjB+NUPYkKNsQ6nQ5cTnzYNbMhnd7QIkacNXYtNd0nPKUX8LjqnFQ9fTU9z3Wrg0wqIWv3nfl6PRXB8ylMto+ZbrnyjnnzOwr51xzYExmjyMikiHfPQVx+fzYcJFjqG0Skaia/oJfTL5Rn6OTqULBCoxmQIWm0Oc9+LAPfHK57/WKS/CvHdwLmxb58uUb/4SNC30l3ZPOzXhiBT7WvsP9vOY8nlhlRqjDAn8ys1OcczPS3lVO6OBefx9fILpxiGR36/+A3z/zCxOG2lBJbqa2SUSy3s718MtbPrE6783wH792R19AacS/4IPzIKGgT6S2LuefwqQW43u36nbzixBnVrXWYQk5Lwo1uToTuM7MlgO78cMvnHOucWYPGFjh/mOgGvA30Cewuv2x+/UDHgw8fcw5NzSw/XHgCqC4c65QZuPIMuvnw7vdYN92X9e/YOkUt1L+B2TB0r77OLUSmiJ5weTH/aTc02+JdiSSvYW9bRIRSdP3L0HSATgjgvOBm17qe5SmvQBFK/kerZMvhlJ1oHQ9X40vLl/kzi9pCjW56haWKI52HzDJOfeUmd0XeH5vyh0CCdhAoAU+Vf/VzEYGkrBRwCBgUQRiC6/9u+DTKyEuP5x1C+zZ7P/B7NoAW/+GVTNgzyZwyTD9Jbjhez+xUSQvWjMbFo72Cxjq34GkLhJtk2TG6llQrrFfWkAkN9uxFma8DSf3DU/J8tS0uc3fJFsK6dvOObc8XIGk0BtoH3g8FJjCMckV0AWYkKIK0wSgKzDcOfdTYFsEQguzsXf5MbJXjIAaZwTfJzkJVs2E/3X3EyQvHBqZii0i2d23j/vJv6feEO1IJJuLUNskGbX6Vxhyli/tfMq10Y5GJLKmvwjJh6Dd3dGORKIsO9ZALOucWwsQuA82saIisDLF81WBbTnH7GHw23A4494TJ1bgF5Gr0grOehD+GAFzPsy6GEWyixU/weIJ0PpWyF802tGISHrMet/f/zEyunGIRNr21fDru37IXonq0Y5GoiwqyZWZTTSzeUFuvdN7iCDbMlRT3swGmNlMM5u5cePGjLw1dBsW+l6ram3TPy739FugahsYdw9sWRrZ+EQibetyeK4ujH8ADh1Ie/9vH/NlbFsOiHxsIhK6A3v8AqYx8fD3dNh73NRpkdxj2vPgHLS9K9qRSDYQleTKOdfROdcwyG0EsN7MygME7jcEOcQqoHKK55WANRmMYbBzroVzrkXp0qUz+1Ey7sAeP88qoSCc/5bvmUqPmFhfeSYmFr4Y4Ff4FsmpZgyBXevhx0HwTufULxgsnQJ/T4O2d/p/NyKS/S0cDft3+FEXLgn++ibaEYlExraVMOs9aHoZFK8a7WgkG8iOwwJHAv0Cj/sBI4LsMx7obGbFzaw40DmwLfsbd7cvm3neYChcLmPvLVoJer7oC11MfTYy8YlE2oE9frhQg7Phog98YvVGO19i/VjO+V6rIhWh+ZVZHqqIZNLsD6BYVTj9ZihcHhaOinZEIpEx7Tk/F77tndGORLKJ7JhcPQV0MrNFQKfAc8yshZm9BRAoZPEoMCNweyRFcYtnzGwVkGhmq8zsoSh8huB++9g3OG3vhJpnZe4YDc+Hxn1h6jN+9W+RnGbeZ7Bvmx/iV78XXD8dyjaAz6+BETfCgd1H9l30jb+Y0O5uiM8fvZhFJP22Lodl3/kr+TGxULc7LJ50ZE1Hkdxi69/+d12zflCscpq7S96Q7ZIr59xm51wH51ztwP2WwPaZzrlrU+z3jnOuVuD2bort9zjnKjnnYgL3D0XhYxxv418w+naocrovJR2K7s9C0crw+bWwb0fosTnnKxKm/FErEgnOwS+DoUwDqBpYoLBYFbhyrB+rPnsYDD7Tr/+WnOx7rYpX8z/SRCRn+G04YH7tHYB6PeDgHj/EVyQ3mfocWCy0QSPbQQAAIABJREFUvSPakUg2ku2Sq1zp4N7Aelb5/DyrUNf7yF/EDyvcvhLGHVulPoPW/wHv9Ya3OsAn/fwPWpFIWfkzrPsdWvY/ekmB2Djo8H9wxVe+V2vwmX4F+nVz4Yz7IDY+ejGLSPolJ/uLJDXaH7mSX60t5Cvq52GJ5BZblvoKzi2ugiIVoh2NZCNKrrLC1/fBhvk+ISoaporxVU71Q6V++xDmfZHx9+/ZAmPugjdaw9rf/FDDxRP82GGRSPllsP+R1fii4K/XaA/Xfw/V2vir36XqQOM+WRmhiITi72mwfcXRvc1xCVCnM/w5zq/dKJIbfPesv/DX5vZoRyLZjJZMj6Q9W2DSw/Dr//z6PLU7hff47e7x49hH3waVW/qCF2lJOgQz34HJj8P+nX5hx/b3+8VZASY/ARWbQ60O4Y1VZOc6v1Zby+tSr/pXqDRc+hn8/gmUPSn9FTVFJPpmf+DXoqvX4+jt9XrA75/6NeuqtY5ObCLhsnkJzP0ITv1XxouTSa6n5CoSkpNhzjCYOBD2boNTb4Sz/i/854mNg/OHwBtt4YPzoVZHKFHD30rW9BXWUv4wXTIZvr4fNi6A6u2g69O+kMBhPV/0Q7Y+vxaum6rJmRJev/7Pr15/yjVp7xsTAyf3jXhIIhJG+7bDgpHQ5FKIL3D0a7U6QmwCLByj5Epyvu+ehrj8/sK5yDGUXIXb2rl+geCVP0PlU6HH81CuYeTOV6IGnPum74ma8RYc2nfktdh8vhhAyZp++5Jv/fOLhvmriHbMWswJidDnPRjc3s8Ru2qcH84hEqpDB3yPaa1O/u9RRHKfeZ/7tiZYAZp8hf2w34Wjocvjx7c/Itmdc7Bzrf999/uncNpNUKhMtKOSbEjJVbjs2+6H1P0yGAqUgN6v+UpJMVkwra1+T39LTvb/8Lcs8RMtNwfutyyFvVuhw0DfhZ1aSetSteCc1+CTy+GbB3xlQpFQLRzlFw1uOSDakYhIeiUnAy79Q3NnD/OVQCs0Df56vZ5+eYX18yN70VEkVAd2w4YFsH6eL/y1fr5/vG+bf71gafVayQkpuQqVc/4KxjcPwq4N0OJqX/Xs8BymrBQT4wtmFK3oh/1lVoOz/RWZHwdBpZbQ+MLwxSh50y9DfK9prY7RjkRE0uurG2DlT9BvlF8yITUbFsLqmdDliRP3StXtBqPMDw1UciXR4JxfO3HzYtiz2c+N37sl8Hjrkce7NgDOvyehkL9ocNK5fh5w2ZOgXCPfGysShJKrUI25ww93qtAULh7ui0HkBh0fgtWzYNQtvhEsUz/4fsnJ8PdUP59m71a4+KPjx9pL7jP9RX8lr+eLaTcwa+fCih+h8+NZ05MrIqH7e7qfsI/B/3r6YeKpVbud8wHExJ24Eij4IVSVW/me7PYhLiMiklErfoZJj8Dy6Ue2WSwkloTEEn7UUYkaUKmFX0v0cCJVtIraLskQJVehatQHyjaE5lfmrqpmsfFw4bu+WMbHl8OAyUf/iN653hftmDXUr1Cev6gfGvnd0z4xk9xr2VSY+JB/vOkvX9kvtXHnM4ZAXAFoemmWhCciIUpO8sWPilTyS4gM7wtDe8GVY6BI+eP3TzoIv30EdbpCwVKpH7teD5jwf7B1ORSvGnqsh/b7tSQLFAv9WJI7rfsdJj0Ki8ZDwTLQ7Vmo3dEnVfmKaP6fhJ1S8VBVPc1XP8tNidVhhcv5BGvLUhh5s29wF02Ejy6FFxv4MvNFKsF5Q+DOv6DJZfD9f/0XmeRO+7bDlzdAiZpw4f9g0yJ4u5Of3xfMni0w91O/VlU0hsqKSMbN+dAv4N3pYV/Z79LP/JzJ984ODJc6xqIJsHtj8EIWxzpcov3PsRmPa/dmWDoFfngFvrgOXjsdnqgAz9TI3HqPkrttWgyfXQ1vtPHDWzsMhFvnQKsBvocqf1ElVhIR6rmS1FVrAx3+48vKL5vqxyInloJTb4Bm/aBU7SP7dg5cGRp5M1w7KXcmnHnd2Ht80ZRrvjkydGLYhfB2Z7j0k+OHxc4ZBof2Qsv+0YlXRDJm/04/dKpSS2h4vt9WpRVc8gkMuwDe6w39RkPBkkfeM/sD3yNQKx1rOZas6eevLBzj25G0LJ4IP78J6+bBzjVHthcu70eN1OkCy7+HLwb4XojamteZ521f5UfRzB4Gcfmg7V1w+s3q3ZQso+RK0tb6Vl+BcPtqaHY51O0RvER7Ygno9rS/UvTzG3DajVkfq0TOHyP8HIx29/jECvz9NRPgg3P9vIw+7x/5cZOc5JcHqHK6n/wrItnftBdg9wY/fzblVf1qrf22D/vA+73hipH+O3/XBn9R7dR/+bUX06NeD5j2vO/ZTixx4v0WTYDhF/tRFNXa+O+Rw7eUww/3boOhPeHjy+CKr6DKqZn77JLzLf8B3j8XXLK/qNf2TpVLlyynYYGSNjM4+xW4/AtfLSe1ta9OOg9qd4FvH/Nj6iV32LkORt0G5ZvAGfcc/VqpWnDNRH9FevhFfkgR+CvOW/9Wr5VITrF1Ofz4KjTuC5WCFGeqcQb0/RA2/ul/wO7dBnM/9ouDp2dI4GH1evgfv3+OO/E+y6b5ZKlMfbh+Opw/BFrfAjXPPH5eV4FicNkXUKQCDOujoel51b7tvgezcHm4+Vd/sVeJlUSBkisJLzO/cLLFwOjbfdlTydmcgxE3wcE9fn5dbPzx+xQuC1eOhaqtffnmaS/4oTyFykH9Xlkfs4hk3MSBfjh3h/+ceJ9aHeCiD3y10A/Oh1nvQaVToHTd9J+nfBMoUtEPDQxm1UxfRKN4Nbj8q/QN5ypUxvda5SsE75934nmgknuNvQd2rPHtVFpLB4hEkJIrCb9ilX3jvGSSXwNMcrZf34XFE6DTI1C6zon3y1/ET3xveIEvdrJkkl/3LVgyJiLZy/IfYf6X0Pq21Euug5/ndOH/YO0cXzG0SQYrgZr53qsl38KBPUe/tu53+OA8v0jr5V8dPbcrLcWq+Pe4JHj/HP9DW/KG+V8Ghq3fBZVPiXY0kscpuZLIOOVaqNgCvr7PV3iSnGnzEhj/ANRoD6ekY3hfXIK/anj6LVC4gl+iQESyt+Rk/11dpKKf+J8e9XvCBe/6IhaHC19kRL2evtjNkm+PbNv4F7x3DiQUhn4jg5d9T0vpOnDZ535B2PfP9fO6JHfbscYPW6/QDNrdHe1oRJRcSYTExPp5Wvu2w/h/RzsaSck5WPVr2j86kg7Bl9f5nqfer6V/EcWYGF858o4//HBBEcne5n7ke6E6PgQJiel/X4Oz4bLPfK91RlU9HfIXOzI0cMsyX+rdYuCKEaEN66rQFC4e7o/5wfm+AqLkTsnJ8NW/IOnAiYeti2QxJVcSOWUbQJvbfcO9eFK0o5HDZrwFb50Fz9aEtzrBd8/A6lm+kUrp+xdh1Qzo8ULaw4SC0fohkouYWQkzm2BmiwL3QRduM7N+gX0WmVm/wLZEMxtjZgvNbL6ZPZW10adi/y6Y+LAfadDwgqw7b2y8X3T4r3G+kMZ7veHQPj9vqlSt0I9fvS30GQprf/MVB48dfii5wy9vwtLJ0OXx8PzdiISBkiuJrLZ3QcnavrjFgd3RjkZWzoCv74caZ/rhE8mHYPITMORMeL6OX5jz98/8Qp1TnvLVHxtl4Q8ukezrPmCSc642MCnw/ChmVgIYCLQCWgIDUyRhzznn6gFNgdZm1i1rwk7D9y/BrnXQ9an0906HS70esHcrDG7ve9Iv+wLKnhS+49ftBue8Dn9Pg0GnwG8fHX8RSXKuDQtgwkCfpDe/KtrRiPxD61xJZMXnh14vw/+6+x/xXR5P/3ud86W8186BNXNg3VwoXc8PXYnLF6GAc7FdG+HTfn4ewwXv+PVlzvw37N7kexYXT4BF3/ieRvDlbHs8H92YRbKP3kD7wOOhwBTg3mP26QJMcM5tATCzCUBX59xwYDKAc+6Amc0CKkU02kMHYPtKP/Quf5Hgw6W2rYAfXoFGF0anCECtDhCXHw7u9Ut9VGwW/nOcfJHveR//gB/m/NNr0PkxqN4u/OeSrHPoAHzRH/IV9lMQNFJCshElVxJ51Vr7wgY/vgp/joVCZVPcyhx5XLCkb+zXzPbJ1NrfYN82f4yYeChV209+XjMbLhqWsSpSeV3SIfj8ap9IXfPN0Qt3Fizlf4CcfJFf+HfNbN9zVfOs1Bf4FMlbyjrn1gI459aaWbAFdCoCK1M8XxXY9g8zKwb0Al4OdhIzGwAMAKhSJYR5R1v/hldTJEwJhSB/0cCtmL/fvgowf8EqGhIKwoVDoVBpqBhkXa1wqdYG+k+GeZ/7SqZDe/nejo4PQ5l6kTuvRM7kx31lyb7DtZaVZDtKriRrdH4MEkvB1mWwawNs+AOWTIb924/fNybez9dq0NtPTK7QBMo08L1V8z73k1eHnAmXfKKGMb0mPwbLpsLZg/x/zxOJiYVKLfxNJI8xs4lAuSAvPZDeQwTZ9s9if2YWBwwH/uucWxrsAM65wcBggBYtWmR+ocBCpeHcN/1Cv/u2B24pHu9Y5b9/O/wHika2Ey1VdbtmzXliYqDxhX7dvZ/fgGnPw+unQbN+vgdfP9Bzjr+/h+9f9v/v6nWPdjQix1FyJVkjX2Ho8H/Hbz+41ydbuzbA7g1QpMKRRCqYhudDsap+gvLbneDCd6FWx8jGntMtHAPTX4RmV0Czy6MdjUi25Zw74ZeJma03s/KBXqvywIYgu63iyNBB8EP/pqR4PhhY5Jx7KQzhpq5AcTi5b8RPk+PE54c2t0HTy2HqM77Az++fQtcn/XekRMb+nYHh/b/7dr5qa38BIKN2bfTDO0tUhy5PhD9OkTBQciXRFV8Ailf1t/Sq1AL6fwvD+8KwPtDtaWiZjjWY8qLNS+DL66F8E+j2bLSjEcnJRgL9gKcC9yOC7DMeeCJFEYvOwP0AZvYYUBS4NvKhSpoKlgy0HQN8waWRt/ihkw3Pi3ZkOd+h/bB+nq9Cu3oWrP7VLzbNMR2xper6aQNVA7dj1zU7uM8nY2sCx1g9CzYvAouFq8dDvkJZ9pFEMkLJleRMxSrD1V/D5/1h7F3+i7vLkxCbB/6k1/0OmxZB7U6+R/BEDuyGjy/3Q/36vOev2IpIZj0FfGJm1wArgAsBzKwFcL1z7lrn3BYzexSYEXjPI4FtlfBDCxcCs8xPvh/knHsryz+FHK1kTbjkY7/g8JfXQWJJqHFGtKPKmbYshS9v8IlQ8kG/rWBgPl3D833BknKN/Nzqv6fD8h9g7qcw8x2/b4kaPsmKjffHWD/fV7QFKFTOH+fki/xolQpNo/MZRdLBnMv8kO7cokWLFm7mzJnRDkMyIzkJJg70Fa9qdvDDBPMXjXZUkXNoP7zS3FcBi83nE6yTzvWTs1NexXPO/1CY+4lf5FNDJyWbM7NfnXOa7JeC2qYstHcrvNPNF/m4aiyUbxztiHKW5GRfFXj9H9DiSqjQzCdDRSulXskv6ZCvBLz8B1j+vb93zs8NrtjcJ2QVm/uhhCJRktH2KQ9c5pdcLSbWF8soVccP7XinGwyYnHtLtc942ydWXZ/2Vwn/+AoWjoa4AlCns0+0aneGOR/C3I+h/b+VWImIpKVAcbjsc3i7Mwy7wFdVLV4t2lHlHDPfhhU/Qu/XoOml6X9fbFwggWoGp9/kEytQaXXJ0ZRcSe7Q7AooUAI+vhRmvgunXh/tiMJv3w6Y9hzUaH/k83V9Elb8BPO/hD9G+Ft8IiQd8ElWu7ujGbGISM5RtKJPsN7pAu+f5xOsgqXSft/mJTD/C1+04eBeOLjH3x/Yc+Rx8kF/UaxKq8h/jqy2dblfzLdmB2hySWjHUlIluYCSK8k96vWAam1h6rPQ9LLcN9n1x1dhz2ZfOvmwmFg/Ibhaaz85e/n3PtHatsKXYY6JiV68IiI5TZl6fpmP986GYRdCv1EnbkvW/Q7TXvAjCFyyXxA5voC/wBVf4MjjhERYNRN+GZz7kivnYNStPinq9ZKSIxGUXEluYgYdBsLbHeHn13NXr82ujfDjIL/214kW24yJhert/E1ERDKnSiu44F0/EuKTK3zBi9j4I6+v+Nmvk7VoPCQUhta3wqn/Sn2trJE3w7wvfAW83FRcaPYHsHQydH8OioWw6LVILqLL2pK7VD4F6naH71+BPVuiHU34THvODy05K8haYSIiEl71ukPPl2DJJBhxky/YsHgSvNsD3ukMq2fCWQ/C7fOg40NpL0LcoDcc2AVLvs2K6LPGjrUw/gFf4a/FNdGORiTbUM+V5D5nPQivt/YruHd6ONrRhG7rcl/IoumlUKp2tKMREckbmvfzC9xPfsyXDt+xCgpXgK5P+Xm+CQXTf6zqZ0D+Yn5ebL3ukYs5qzgHY+6ApP1w9isagi6SgpIryX3KngSNLoSf34RTb4DC5aIdUWimPOmH/J1xX7QjERHJW9rdBfu2+V6rs1+Bxn0hLiHjx4mN9/OCF4z2S2rk9Iq28z6HP8f6ar0la0Y7GpFsJdtdajCzEmY2wcwWBe6Ln2C/foF9FplZv8C2RDMbY2YLzWy+mT2VtdFLtnHm/b4609Rnox1JaNb/Ab99BC0H+EpWIiKSdcygy+Nw40++tyozidVhDXrD/u2w9LvwxRcNuzfBuHv8/N9T/xXtaESynWyXXAH3AZOcc7WBSYHnRzGzEsBAoBXQEhiYIgl7zjlXD2gKtDazblkTtmQrJWr4hvDX/8GWZdGOJvMmPQL5ikCb26MdiYiIhKJGe/99/seIaEcSmnH3+KVBer/qR1WIyFGyY3LVGxgaeDwUOCfIPl2ACc65Lc65rcAEoKtzbo9zbjKAc+4AMAuolAUxS3bU7m6IiYMpObQDc8VP8Nc4aH0LJJaIdjQiIhKKuHxQt5tf+D3pYLSjyZyFY/yQwDPugTL1ox2NSLaUHZOrss65tQCB+2AleCoCK1M8XxXY9g8zKwb0wvd+HcfMBpjZTDObuXHjxrAELtlMkQp+ON3cj/3wupzEOZj4EBQq6+eNiYhIztegt5/DtWxqtCPJuL1bYfQdULaRRlOIpCIqyZWZTTSzeUFuvdN7iCDbXIrjxwHDgf8655YGO4BzbrBzroVzrkXp0qUz/iEkZ2hzO+QrDJMfj3YkGbNoAqz40V8dzEhFKhERyb5qngUJhXLW0EDn4K/x8HZn2L0Reg86et0vETlKVJIr51xH51zDILcRwHozKw8QuN8Q5BCrgMopnlcC1qR4PhhY5Jx7KVKfQXKIxBJw+s1+GMaqmSfeb98O+OEVeKW5XxQxmpKTYdLDULw6NOsX3VhERCR84gtAnS6BoYGHoh1N2tbPh/fPhQ/7gEuGSz6BCk2iHZVItpYdhwWOBA7/ouwHBLu8Mx7obGbFA4UsOge2YWaPAUWB27IgVskJTr0BEkv54hDH2rneD797sSF88yBsXwUz3sryEI8y7zNYP8+v16WrgyIiuUuD3rBnMyz/PtqRnNiujTDqVnijDayZ7df2uuFHqN0x2pGJZHvZMbl6CuhkZouAToHnmFkLM3sLwDm3BXgUmBG4PeKc22JmlYAHgAbALDObY2bXRuNDSDaSrzC0vROWfQdLp/htmxbDyFvgpYZ+seGaZ0L/b6H9fb4h2bYy1UNGzJ4tMOlRKNcITjovOjGIiEjk1OoE8YnZc2jgwX0w/UX4b1M/iqPldXDLbH+RMpQy9CJ5SLZbRNg5txnoEGT7TODaFM/fAd45Zp9VBJ+PJXldi6vhx1dh/INQoppfyDE2AZpeBqfddGQRxPzFfE/WglFwWhav35F0ED7tB7vWwQVva8V7EZHcKCERanf27Uz3Z7NPOfMl3/reqm0roE436PwolKod7ahEchz9epO8IT4/tL8X1v/uqzS1vRNunwc9Xzx6dfmSNaHMSbBgZNbH+PV9PrZeL0Pllll/fhERyRoNesPuDX7Jjewg6SB83t9fdLxiBFzykRIrkUzKdj1XIhHT5DIoWhkqtfBDBU+kwdl+bayd66Fw2ayJ7Zchfq7X6bdAk0uy5pwiIhIdtTtDXH4/NLBa62hH46sB7tkE57zmFzsWkUxTz5XkHTExfm5VaokVQP2zAeerOWWFJZNh3L1Qpyt0fChrzikiItGTrxDU6uhHSSQnRzsamDMMCpWDmsfNyhCRDFJyJXKsMvWhZK2sGRq4abGfZ1WqDpw3JPuMvRcRkchqcA7sXAurZkQ3jp3rfc/VyRdBrAY0iYRKyZXIscygfi9YNs1X74uUvVth+EUQE+fHt+cvErlziYhI9lKni5/jFO2qgXM/Bpfkh86LSMiUXIkEU/9s39j8OTYyx086BJ9dDVuXw0UfQPFqkTmPiIhkT/mL+GF4f4wA56ITg3N+SGClllC6TnRiEMlllFyJBFOhqS9+sWBUZI4//t++7G3PF6Dq6ZE5h4iIZG8NesOOVbB6VnTOv3oWbFwITS+NzvlFciElVyLBHB4auORb2LcjvMee+Q788iaceiM0uyK8xxYRkZyjbleIiYc/vorO+We/D3EFtGi9SBhp5qLIidQ/G356DRZ9A40uyNh7k5Ng+yrYvBg2L/H3WwL3W5dDrU5+gUYREcm7ChT3pc//GAGdHvEX9rLKwb0w7wvfe6Y5vyJho+RK5EQqt4JCZX2jl97kaul3fjHgzYsh6cCR7QmF/ALFFZv7ScOtrlNlQBER8cnNyJtg7W9QoUnWnXfBaNi/XUMCRcJMyZXIicTEQL2e8NtwOLAHEhJT33/PFvj8Wr9fq+t9OfeSNf19obJZe0VSRERyhno9YNStMP4BX0GwRHUoXt3fJxSM3Hlnvw/FqkDVNpE7h0gepORKJDX1e8HMt2HJJP84NePuhb1b4LLPoXzjrIlPRERytsQS0LK/v5C3fPrRrxUscyTZqtEemlwcnnNuWwHLpkL7+/2FRBEJGyVXIqmp1saPif9jZOrJ1cIx8PsnvqFSYiUiIhnR7Wl/27MFti6DLcsC93/7+6WTYe5HkHwIml0e+vnmDPf34UrWROQfSq5EUhMbD3V7wIKRcOgAxCUcv8+eLTDqNijbCNrckfUxikjEmVkJ4GOgGvA30Mc5tzXIfv2ABwNPH3PODQ1s/xooj293pwE3OueSIh+55CiJJfytYvOjtycdgmHnw+jboVQdqNIq8+dIToY5H0D1dn5YoIiElfqCRdJSvxfs3wHLvgv++uHhgOe8Fjz5EpHc4D5gknOuNjAp8PwogQRsINAKaAkMNLPigZf7OOdOBhoCpYELsyRqyR1i4+CCd6FoJfj4Mti+OvPHWj7dDwtseln44hORfyi5EklLzTMhobCvGnisw8MB292t4YAiuVtvYGjg8VDgnCD7dAEmOOe2BHq1JgBdAZxzhxfMiwMSABfZcCXXSSwBFw+Hg3vgo0t8KfXMmD0M8hVNex6xiGSKkiuRtMTl8xWcFo7xQzMO03BAkbykrHNuLUDgvkyQfSoCK1M8XxXYBoCZjQc2ADuBz4KdxMwGmNlMM5u5cePGcMUuuUWZ+nDeEF+2feTN4DKYo+/b4S8UNjwP4gtEJkaRPE7JlUh61O/lh/6t+OHINg0HFMlVzGyimc0Lcuud3kME2fbPr1/nXBf8vKt8wFnBDuCcG+yca+Gca1G6dOkMfwbJA+p1h7MegN8/he9fzth7538Bh/ZqSKBIBKmghUh61O4EcQV81cDq7VQdUCQXcs51PNFrZrbezMo759aaWXl8D9SxVgHtUzyvBEw55hz7zGwkfpjhhJCDlryp7V2wbh5MfAjKNIA6ndP3vtnDoFTd4wtmiEjYqOdKJD0SCkKtDrBgFOzerOGAInnPSKBf4HE/IMgkTMYDnc2seKCQRWdgvJkVCiRkmFkc0B1YmAUxS25l5kdNlGvoF6/ftCjt92z8C1b94nuttKi9SMQouRJJrwa9Ydc6+OBcDQcUyXueAjqZ2SKgU+A5ZtbCzN4CcM5tAR4FZgRujwS2FQRGmtlc4Dd8r9cbWf8RJFdJKAh9P/RLhgzvC3u3pb7/nA/AYqHxRVkTn0gepWGBIulVuzPExPuJxBoOKJKnOOc2Ax2CbJ8JXJvi+TvAO8fssx44JdIxSh5UrApc9D4M7eVLtNfpAgf2wMHdgfu9Rx6v+NG3Y4XLRjtqkVxNyZVIehUoBvV6+PVBNBxQRESyg6qnQ4/nYfQd8Pc0vy02HyQkQnxBXxUwIRHKNYa2d0Y3VpE8QMmVSEZc8C64JD8MQ0REJDtofiWcdJ6fSxWfCDGx0Y5IJM9SciWSETExaKqiiIhkO/mLRDsCEUG/EkVERERERMJCyZWIiIiIiEgYKLkSEREREREJAyVXIiIiIiIiYaDkSkREREREJAyUXImIiIiIiISBkisREREREZEwUHIlIiIiIiISBuaci3YMUWdmG4HlIRyiFLApTOGIhIP+JiW7SetvsqpzrnRWBZMThKFtAn0XSPajv0nJbsLaPim5CgMzm+mcaxHtOEQO09+kZDf6m4wO/XeX7EZ/k5LdhPtvUsMCRUREREREwkDJlYiIiIiISBgouQqPwdEOQOQY+puU7EZ/k9Gh/+6S3ehvUrKbsP5Nas6ViIiIiIhIGKjnSkREREREJAyUXImIiIiIiISBkqt0MLP2ZrbdzOYEbv9J8VpXM/vTzBab2X0ptlc3s5/NbJGZfWxmCdGJXvIyMytmZv+KdhySt5jZQ2a2OsV3ZvcUr90f+L7808y6pNge9LtUUqf2SXIitU0SDVnVNim5Sr9pzrkmgdsjAGYWC7wKdAMaABebWYPA/k8DLzrnagNbgWuiEbTkecWADDVg5um7QdIl8OP+f0FeejHFd+bYwL4NgL7ASUBX4DUzi03ju1TSpvZJchq1TRJR0Wyb9EcampbAYufcUufcAeAjoLeZGXAW8Flgv6HAOVGKUXIwM7vCzOaa2W9m9r6ZlTazz81sRuDWOrDfQ2b2jplNMbOlZnZL4BBPATXd0dsRAAAgAElEQVQDV2ieDex7d+C9c83s4cC2ama2wMxeA2YBlaPxeSXX6w185Jzb75xbBizGf48G/S6NYpy5gdoniRi1TZLLhLVtiotoqLnLaWb2G7AGuMs5Nx+oCKxMsc8qoBVQEtjmnDuUYnvFrAxWcj4zOwl4AGjtnNtkZiWAQfirLtPNrAowHqgfeEs94EygMPCnmb0O3Ac0dM41CRyzM1Ab/4VhwEgzawesAOoCVznnNFRDwuEmM7sCmAnc6Zzbiv8e/CnFPim/G4N9l0r6qH2SLKO2SXK4iLdNSq7SZxZQ1Tm3KzA+8yv8l4AF2delsl0kI84CPnPObQJwzm0xs45AA3/xGYAiZlY48HiMc24/sN/MNgBlgxyzc+A2O/C8EP5veQWw3Dn3U5D3iBzHzH4G8uH/hkqY2ZzAS/cCrwOP4r/3HgWeB67mxN+NwUZR6DszfdQ+SVZT2yTZVnZom5RcnYCZ3Qj0Dzzt7pxbA+CcG2tmr5lZKXwGm7KLuhL+yuEmoJiZxQWuDh7eLpIRxvH/iGOA05xze4/a0Tdo+1NsSiL4v28DnnTOvXnM+6sBu0MLV/IS51wr8OPagSudc1cG28/MhgCjA09P9J1JKtvlGGqfJMrUNkm2lR3aJs25OgHn3KuHJ7wByYFx6phZS/x/t83ADKC2+cpLCfjJcCOdX5l5MnBB4HD9gBFZ/iEkp5sE9DGzkgCBoRffADcd3sHMmqRxjJ34oRiHjQeuNrNCgfdXNLMyYY1a8jwzK5/i6bnAvMDjkUBfM8tnZtXxV6Z/4QTfpVkZc06i9kmiTG2T5EhZ1Tap5yp9LgBuMLNDwF6gb6CBOmRmN+G/FGKBdwJj3cF3P35kZo/hu7nfjkLckoM55+ab2ePAd2aWhP87ugV41czm4v/9TgWuT+UYm83sezObB4xzzt1tZvWBHwO/x3YBl+GvJoqEyzOBH1fu/9m77/iq6vvx469P5s2G7EVI2AkbWQ4UVFRUBEfrQK1W669D+22tba2t1dZZ66pVS7XWVa2zKigoQzaoDFlJSAiQkL13cm/u+Pz+uPfGELJzk5vxfj4eeRDuPefczw3knvM+n/fn/Qaygf8Hzf+n3wPSAAvwM621FaCDz1LRMTk/iX4l5yYxiPXLuUnZP4OFEEIIIYQQQvSGpAUKIYQQQgghhAtIcCWEEEIIIYQQLiDBlRBCCCGEEEK4gARXQgghhBBCCOECElwJIYQQQgghhAtIcCWEEEIIIYQQLiDBlRBCCCGEEEK4gARXQgghhBBCCOECElwJIYQQQgghhAtIcCWEEEIIIYQQLiDBlRBCCCGEEEK4gARXQgghhBBCCOECElwJIYQQQoh2KaWylVIXunscQgwGElwJ0Q+UUguVUjalVJ1SqlYplaGUutXxXKJSSjueq3OcxO5t4xi3KKUOKaUalFJFSql/KKVGtHj+B0qpvUqpGqVUnlLqCaWUV4vnNyuljC1eJ6PV8W9QSuUopeqVUh8rpUJbPHfKiVUpdZ1SqlIpdZ6rf1ZCCCEGh/44twkx2EhwJUT/KdBaBwLBwG+Bl5VSKS2eH+F4/hrgfqXUYucTSqlfAX8Bfg2EAPOB0cB6pZSPYzN/4BdAODAPuAC4p9UY7tRaBzq+JrY4/mTgn8BNQBTQALzY1ptQSv0AeAG4TGu9pfs/BiGEEENIX5/bhBhUJLgSwoWUUjOVUvscd/DeVUq9o5R6uOU22u5joBJIaX0MrfUeIBWY4ThmMPAn4C6t9edaa7PWOhv4PvaT0I2O/f6htd6mtW7SWucDbwFnd3HoK4DVWuutWus64H7gKqVUUKv3dwfwFHCx1npnF48thBBi8JuhlDqolKp2nN8MLZ/sq3ObEIONBFdCuIjjLtvHwJtAKPA+cHUb23kopa4ERgCH2nh+PjAFyHI8dBZgAP7XcjtHELQWWEzbzsV+ImvpMaVUmVJqh1JqYYvHJwMHWhz7GNAETGixzU+Ah4ALHCdJIYQQw8f3gUuAJGAacEvLJ/vx3CbEgObV+SZCiC6aD3gDz2qtNfCBUuruFs/HKqWqABtwErhJa52hlEp0PF+mlPLFfrJ5CnugBvY0vzKttaWN1ywEzmj9oCPnfTZwe4uHfwukYQ+argNWK6VmOAKpQKC61WGqgZYzV4uBTbRx0hRCCDHkPae1LgBQSq3GPgN1hH48twkxGMjMlRCuEwvkOwIrp5wW3xdorUdorUO11jO01u+02j8ce5BzD7AQe6AGUAaEtyxO0UKM4/lmSqnlwOPAEq1183Na66+11rVaa5PW+nVgB3Cp4+k67PnyLQUDtS3+/mPsM1n/UkqpNsYihBBi6Cpq8X0D9vMV9NO5TYjBQoIrIVynEIhrFXgkdOcAWmur1vopwAj81PHwLsAEXNVyW6VUALAE2NjisUuAl4GlWuvOZpg04BxrKjC9xXHGAL5AZovtS7AXyVhAO8UuhBBCiNZ6e24TYjCR4EoI19kFWICfK6W8lFJXAXN7eKzHgd8opQxa62rsi37/rpS6RCnl7Ui3eB/Iw77GC6XU+diLWFyttf6m5cGUUiOUUhcrpQyOsa3AvibrC8cmbwFLlVILHCe2PwP/01q3nLnCkRJyPnCJUuqZHr43IYQQw1O3z21CDDYSXAnhIlrrJux34G7BXi3pWlot1O2GzxzH+JHj2E8A9wFPAjXA10Au9uISJsc+92MvZbumRV+RtY7nvIGHgVLsqRZ3Acu11hmO46diT/t7C/sMVRDf3V1s/T5zsQdY1yilHuvh+xNCCDH89OTcJsSgok5dHiKEcCWl1GtAntb6D+4eixBCCCGE6FsycyWEEEIIIYQQLiDBlRBCCCGEEEK4gKQFCiGEEEIIIYQLyMyVEEIIIYQQQrhAW43bhp3w8HCdmJjo7mEIIcSwtXfv3jKtdYS7xzGQyLlJCCHcr7vnJwmugMTERPbs2ePuYQghxLCllMpx9xgGGjk3CSGE+3X3/CRpgUIIIYQQQgjhAhJcCSGEEEIIIYQLSHAlhBBCCCGEEC4ga67aYTabycvLw2g0unsoA5rBYCA+Ph5vb293D0UIIYQQQrQi17Rd46prWgmu2pGXl0dQUBCJiYkopdw9nAFJa015eTl5eXkkJSW5ezhCCCGEEKIVuabtnCuvaSUtsB1Go5GwsDD5T9gBpRRhYWFyJ0QIIYQQYoCSa9rOufKaVoKrDsh/ws7Jz0gIIYQQYmCT67XOuepnJMGVEEIIIYQQQriABFcD2HPPPUdycjIrVqxw6zhee+017rzzTreOQYihqN5k4Xsrd/LV8XJ3D0V0kVLqEqVUhlIqSyl1bxvP+yql3nU8/7VSKrHFc9OUUruUUqlKqUNKKUN/jl2Ige7p9Zn8bcNRdw9D9IHhdE3r1uCqpycppVSYUmqTUqpOKfV8q302O4653/EV2T/vxvVefPFF1qxZw1tvvdXpthaLxSWvqbXGZrO55FhCiI5tzihld3Ylr+444e6hiC5QSnkCLwBLgBTgeqVUSqvNbgMqtdbjgGeAvzj29QL+A/xYaz0ZWAiY+2noQgwKaw8V8t6eXHcPQ/SB4XRN67ZqgS1OUouBPGC3UmqV1jqtxWbNJyml1HXYT1LXAkbgfmCK46u1FVrrPa4a659Wp5JWUOOqwwGQEhvMA0snt/v8j3/8Y44fP84VV1zBLbfcwrZt2zh+/Dj+/v689NJLTJs2jQcffJCCggKys7MJDw+nqqqKxx9/nGnTpjFz5kyuvPJK/vjHP3L//fczevRorrvuOpYtW0ZlZSVms5mHH36YZcuWkZ2dzZIlS1i0aBG7du3i448/5ssvv+Sxxx4jJiaGCRMm4Ovr69L3L4SA9WlFAGw6Ukp1o5kQP2lpMMDNBbK01scBlFLvAMuAluetZcCDju8/AJ5X9kT+i4CDWusDAFprma4UopXSOhNVDWYq65sYGeDj7uEMSXJN2/fXtO6cuWo+SWmtmwDnSaqlZcDrju8/AC5QSimtdb3Wejv2IGtIWrlyJbGxsWzatIns7GxmzpzJwYMHefTRR7n55pubt9u7dy+ffPIJb7/9Nueeey7btm2jpqYGLy8vduzYAcD27dtZsGABBoOBjz76iH379rFp0yZ+9atfobUGICMjg5tvvplvv/0WHx8fHnjgAXbs2MH69etJS0trc4xCiJ4zW218eaSESdFBNFltfHG4yN1DEp2LA1reVs9zPNbmNlprC1ANhAETAK2U+kIptU8p9Zu2XkApdYdSao9Sak9paanL34AQA5XJYqWqwT6Ze7ig2s2jEa403K5p3dnnqq2T1Lz2ttFaW5RSzpNUWSfHflUpZQU+BB7Wzp92C0qpO4A7ABISEjo8WEfReH/Yvn07H374IQDnn38+5eXlVFfbP3iuuOIK/Pz8AFiwYAHPPfccSUlJXHbZZaxfv56Ghgays7OZOHEiZrOZ++67j61bt+Lh4UF+fj7FxcUAjB49mvnz5wPw9ddfs3DhQiIiIgC49tpryczM7O+3LcSQtvtEBTVGC09cOIHH1qbzyYF8vj9nlLuHJTrWVimp1ueX9rbxAs4B5gANwEal1F6t9cZTNtT6JeAlgNmzZ5927hJiqCqtNTV/fyi/mgXjI9w4mqFLrmn7/prWncFVb05SHVmhtc5XSgVhD65uAt447SCD6ATWRmzYXC4yICCg+bE5c+awZ88exowZw+LFiykrK+Pll1/mjDPOAOCtt96itLSUvXv34u3tTWJiYnM9/5bHaXl8IUTfWJdWjK+XB+dOCCetIJa/b8qipMZIZLDUOBjA8oCWEXA8UNDONnmOdVYhQIXj8S1a6zIApdQaYBawESHEKcFVar5r09YGmwO5VTSarcwfE+buobjccLimdWdaYHdOUrQ6SbVLa53v+LMWeBt7+uGgdu655zYvANy8eTPh4eEEBweftp2Pjw+jRo3ivffeY/78+SxYsIAnn3ySBQsWAFBdXU1kZCTe3t5s2rSJnJycNl9v3rx5bN68mfLycsxmM++//37fvTkhhiGtNevTilkwPhx/Hy+umBGL1vDpwUJ3D010bDcwXimVpJTyAa4DVrXaZhXwA8f31wBfOrInvgCmKaX8Heez8zh1rZYQw1qJI7gaFeo37NMCH1ubzgOfpLp7GH1iOFzTunPmqvkkBeRjP0nd0Gob50lqF6eepNrkOGGN0FqXKaW8gcuBDX0x+P704IMPcuuttzJt2jT8/f15/fXX2912wYIFbNy4EX9/fxYsWEBeXl7zf8QVK1awdOlSZs+ezYwZM5g0aVKbx4iJieHBBx/kzDPPJCYmhlmzZmG1WvvkvYmhy2Sx0mSxYbZqx582mqy25u+1ti+C9fYcfh0h0gtrya9q5OcXjANgXGQQk2OD+eRAAT88J8nNoxPtcaSn34k9UPIE/q21TlVK/RnYo7VeBbwCvKmUysJ+M/A6x76VSqmnsZ/7NLBGa/2ZW96IEAOQM7i6YFIUr+3MHtZFfnIrGqkxDs1iosPhmlZ1EKv0OaXUpcCzfHeSeqTlScrRA+RNYCaOk1SLKk3ZQDDgA1Rhr8SUA2wFvB3H3ADcrbXu8Kc4e/ZsvWfPqcUF09PTSU5OdtVbHdLkZyUAbDbNgbwqvjxSwsb0EtIKO0/riA0xcMvZiVw3N4Fgw/A5if5tw1Ge3ZjJN/ddSESQvWrRS1uP8eiaI2y+ZyGJ4QGdHGHocaw/mu3ucQwkbZ2bhBiqnl6fyd+/PMq/fzCHW1/bzds/msdZY8PdPax+Z7bamPiHtdg0pP7pYgJ8ez8PItdpXdfWz6q75yd3zlyhtV4DrGn12B9bfG8EvtfOvontHPYMV41PCNGxWqOZbUfL2JhewpbMEsrqmvBQcMbokfz8/HEEGbzx9lT4eHk6/vTAx9MDb08P6pss/Pebkzy65gh/23CUa+ckcOvZiYwK9Xf32+pz69KKmJUwsjmwAlg6PZbH1h5h1YECfn7BeDeOTggh+l9prZGwAF+mxYcAcDi/elgGV4VVRmyOeY+iGiNjIwLdOyDRbW4NroQQg9O+k5U8tS6Db05UYLZqQvy8OW9CBBckR3LehAhG+HetP8myGXEczq/mX9uO88aubF7beYIlU2K4bUESsxJG9u2bcJP8qkZSC2q4d8mpKQwxIX7MTQzl4/353HX+OCkqI4QYVkpqTEQE+RIW6EtsiIHDw7SoRW5lQ/P3RdUSXA1GElwJIbrtoU/TOFnewA/PSeKCSVHMShiBVw/XTk2JC+HZ62by2yWTeH1nDm9/ncNnhwqZlTCCS6fGMD4qiPGRgcSEGDoNOOpMFtIKajiUX01qfjU1RjPPXjeTQBekVbjKhjR7qdjFKVGnPbdsRhz3fXSI1IIapsSF9PfQhBDCbUrrTEQ6ZvOnxIUM26IWuRXfBVeF1UO2neuQNnCuOIQQg0KN0czBvGp+ct5Y7rl4osuOGxPix71LJnHX+eN4f08ur+3M5uHP0pufD/L1YlxUIOMjA5kQFcS4yEB8PD04XFDN4fwaDudXc6K8Hucy0vBAX8rqTLzzzUluXzDGZePsrfVpxYyJCGjzbuSSKdH88ZPDrDpQIMGVEGJYKakxMTEqCLAHV+vTi6kzWQbUzbH+kFfZiIcCm4ai6kZ3D0f0wPD6HyuE6LWvj1dgtWnOHtc3ufABvl7ccnYSt5ydRHmdiaMldRwtruVoSR2ZxbVsTC/hvT15p+wTG2JgSlwIy2fGMTUuhMmxwUQGG/j+yl28uiObW85K7PHMmitVN5r56nh5u8HeyAAfzpsQwar9Bdx7ySQ8PHqfGphZXMtvPjjIRZOjuH5OAiMDupayKYQQ/cVm05TVmZrXoU6NC0FrSCuoYW5SqJtH179yKxuIHeFHvckiM1eDlARXQohu2ZFVhsHbg1mjR/T5a4UF2vPvWzdSdAZdZquNlJhgwgJ929z/R+eO4Udv7GHN4SKumB7r8vHlVjRQWG3s8sl/c0YJFptuMyXQ6YoZsWw8UsI32RUuaSD5n69yOJBXxf7cKp7beJQrZ8bzw7MTGe+4QyyEEO5W2dCExaab0wInx9n7Hh3Krx5+wVVFA6NG+lPVaKZIgqtByf23coUQg8rOY2XMSQzF18vTbWNwBlwLxke0G1gBXDApkjHhAby09VibXeF7o6TWyPdW7uKGl7/icH7X1gasTysmPNCXmaPaD0wXp0Th5+3JJ/tb91TvPovVxppDhSyZEs3nv1jA8hlxfLgvj8XPbOWmV75m05ESbDb3teMQQgj4rsdVZLDB/meQgcggX1K7+Nk6lORVNjIq1I+YEANFNRJcDUYSXA0SWmtsNpvLjyvNgUV3lNQYySyu67OUQFfz8FDcvmAMh/Nr+Op4hcuOa7JY+cl/9lHdaGaEvw+/eu8AJkvHv0smi5XNGaVcmBzZYbqfv48XF02OYu3hQposvfud//pEBWV1TSydFsuk6GAev3oau+49n3sumkBGUS23vrabC5/ewpu7sjsdvxBC9BVncNWyPcXUYVjUwmi2UlJrIn6kP9EhhiE7czXUr2klLbAr1t4LRYdce8zoqbDk8Q43yc7OZsmSJSxatIhdu3bxi1/8gpUrV2IymRg7diyvvvoq27Zt49VXX+W9994DYPPmzTz11FOsXr2adevW8cADD5yyfWBgIImJifzwhz9k3bp13HnnnZSUlLBy5Uq8vLxISUnhnXfeob6+nrvuuotDhw5hsVh48MEHWbZsmWt/BmLQ2XmsHICzB1HvkatmxfHUugxe3nacM8f2Ps1Oa80fP05lb04lL9wwC39fT259dTd/23CU31zSdod4gK+OV1BnsnSYEui0bEYsn+wvYNvRUi5I7nz79qw+UECAjyeLJkU2PxYW6Mud54/njnPHsvZwIa9sP8H9n6Sy63g5z18/yyXrvIQQojtKnTNXLYKryXEhbMoooaHJgr/P8Lhczau0F7AYFeqHAsrrmzCarRi8XZgpIte0fX5NKzNXA1xGRgY333wz69ev55VXXmHDhg3s27eP2bNn8/TTT7N48WK++uor6uvrAXj33Xe59tprKSsr4+GHHz5teyeDwcD27du57rrrePzxx/n22285ePAgK1euBOCRRx7h/PPPZ/fu3WzatIlf//rXza8hhq/tWWWM8PcmJTbY3UPpMoO3JzedOZovj5SQVVLb6+O9+VUO7+7J5c5F47hsWgyLJkZy7exRrNxyjG9PVra73/q0Ivy8Pbs067dgfAQj/b17lRrYZLGx9nARi1Oi2jwx+3h5sGxGHJ/87GzuXTKJNYeKeHbj0R6/nhBC9FRJrX2GpvXMlU1DemHvP7cHizxHj6tRjpkrsFdRHCqGyzXt8LgV0FudRON9afTo0cyfP59PP/2UtLQ0zj77bACampo488wz8fLy4pJLLmH16tVcc801fPbZZzzxxBNs2bKlze2drr322ubvp02bxooVK1i+fDnLly8HYN26daxatYonn3wSAKPRyMmTJ0lOTu6vty4GGK01O7PKOHNMGJ6DbHbjpvmj+cfmY/xr2wkev3paj4+z61g5f1qdxoXJkdy9eELz47+/PJltR0u55/0DfPbzBacFM1prNqSVcO6E8C7dgfT29ODSqTH8b18+9SYLAT0oRbw9q5TqRjNLOynkoZTi/507hmMldTy38SjjIwM73UcIIVyppMZEoK/XKTNUUxxFLQ7nV3PG6KHZVL61XMfMVfxIf4xme9pcYXUjCWH+rnsRuabt82taCa4GuICAAMB+cbZ48WL++9//nrbNtddeywsvvEBoaChz5swhKCiow+1bHhfgs88+Y+vWraxatYqHHnqI1NRUtNZ8+OGHTJzouj5GYnA7UVZPQbWRny4aPCmBTmGBvlxzRjzv78nj7osmEBlk6PYxcisa+Olbe0kKD+CZa2eckj4XbPDmiWumc+MrX/PUugx+f1nKKfseyq+mqMbIr1O6/vu0bEYcb319kg3pxSybEdft8X56oJBggxcLxkd0uq1SioevnEJ2eT33vH+AhFB/pndQdEMIIVypZQNhp+hgA2EBPl0uGDQU5FU04OPlQWSQL3UmM8CQKmoxXK5pJS1wkJg/fz47duwgKysLgIaGBjIzMwFYuHAh+/bt4+WXX26O3jvaviWbzUZubi6LFi3iiSeeoKqqirq6Oi6++GL+/ve/N1dY+/bbb/vjbYoBbIdzvdUgKWbR2m3nJGG22XhzV0639603WfjRG3uw2jQv3zybIIP3aducMz6cFfMS+Nf2E+zJPrV4xvq0Yjw9FOe3WPvUmdmjRxIbYuhRaqDRbGVdWjFLpsTg49W1j3lfL0/+ceMZhAf68qM39gzZhdRCiIGntMZ0Skog2G/6TIkL4XBBjZtG1f/yKhuJH+GHh4ciOsQPYEj2uhrq17QSXA0SERERvPbaa1x//fVMmzaN+fPnc+TIEQA8PT25/PLLWbt2LZdffnmn27dktVq58cYbmTp1KjNnzuSXv/wlI0aM4P7778dsNjNt2jSmTJnC/fff36/vVww8O7PKiBvhR6Ir0xP60ZiIQBYnR/HmVzk0NnW9opDWmnveP0BmcS1/v2EWSeEB7W5736XJxI3w4573D9DQZGl+fH1aMbNHj+xWA18PD8XS6bFszSylor6py/uBvZ9WncnC5dNjurVfeKAvr9wyuzmY7M7PSQgheqqk1nhacAX21MCjxbUYzcPjsyi3soG4kfagKtDXiyBfryF5o2uoX9NKWuAAlpiYyOHDh5v/7lyM15bnn3+e559//pTH2ts+Ozu7+Xtvb2+2b99+2jZ+fn7885//7OHIxVBjtWl2HivnopQolBpc661auuPcMaxLK+aDvbncdGZil/Z5/sss1h4u4veXJnPehI5T7AJ8vfjrNdO5/uWveOLzDB68YjInyxs4UlTLHy7rfm73FTNi+efW46w5VMiN80d3eb/VBwoJC/DhzB40IZ4UHcxz18/k9jf2cM8HB3j++pmD+t9cCDHwldaa2kzXnhIbgsWmySiqHRapyrkVDUyZ+t1NsaFUjn04XdPKzJUQolNpBTVUN5oHbUqg0xmjRzIzYQT/2n4Caxea536RWsRT6zO5amYcty9I6tJrnDk2jFvOSuS1ndnsOlbOurQiAC5Kie72eFNigpkYFcQr2090uQ9VvcnCxiPFXDo1Bi/Pnn3EX5Acxb2XTOKzg4X8TSoICiH6UL3JQn2TlcjgtmauQgD7utWhrs5kobLBzKiR32WHRIcYKBxCa66GCwmuhBCd2p5VBsBZ43rfJ8qdlFL8aMEYcsobWO8IetpSWmvitx8c5Mf/2cv0+BAevWpqt2ZvfnPJRBLD/Pn1BwdYfbCQiVFBPar2pJTivsuSOVFWz8tbj3dpnw3pxRjNtl5X/Lvj3DFcPSueZzcc5bODhb06lhBCtKe5gXDg6cFV/Eg/Qvy8SR0GzYSdZdjjHWmBADEhBoqqG901JNFDElx1wLnwTbRPfkbDw85jZUyICuxRlb2B5uLJ0YwK9eOlNoIVk8XKP7ccY9GTm/lwXx63nZ3Em7fP63YDR38fL5783nTyqxo5kFvVpcbB7TlvQgRLpkTz9y+zyK1o6HT71QcKiQ42MLuXpYuVUjx61RRmjx7Jr97fz8G8ql4dTwgh2tLcQLiNmSulFFPjQjicP/SLWuRWOBsIt5y58qOk1oTZauv18eV6rXOu+hlJcNUOg8FAeXm5/GfsgNaa8vJyDIbBf8Et2mc0W9mdXTHoUwKdPD0Ut58zhn0nq9ibY6/qp7VmXWoRFz2zlcfWHmFuUihf/PJc/nB5CsFtVAbsitmJodx+jj2V8OLJ3U8JbOn+y1Pw9FD8aXVqh9tVN5rZmlnKZdNiTikV31O+Xp6svOkMwgJ8+cl/9lHdYO71McXAYbbasHUhPVaIvuRsINzezbvJccFkFNXSZOl9gDGQfddA+NSZK62/C0B7Sq5pO+fKa0oDURUAACAASURBVFopaNGO+Ph48vLyKC0tdfdQBjSDwUB8fLy7hyH60L6TlRjNNs4eOzSCK4DvzY7n6fWZvLz1BIGLvXno0zS2Z5UxLjKQ1384t9PCFV3120smcfm0WKbGh/TqOLEj/Pi/C8bz2NojrE8rbncmbF1qEU3W3qcEthQe6MuLK2Zxzcqd/ObDA6y88QwpcDFEXPH8DhanRJ3SEFuI/lZS40gLbKNaINiLWjRZbWQW1zavwRqKcisa8fP2JLRFVdnoYPuFfmG1kdgRfu3t2im5pu0aV13TSnDVDm9vb5KSuraAXYihbGdWOZ4einljQt09FJfx9/HipvmjeWFzFuvSigj09eKBpSncOH803j0sAtEWL08Pl1W4+uE5SXywN48HV6Vyzrhw/HxOT1VcfbCQUaF+TO9lMNfa9FEj+O0lk3j4s3Te2JXDD85KdOnxRf9rstg4UlTT7gWtEP2ltM6Et6dipH/bWQJTHQHV4fzqoR1cVTYwKtTvlJtX0SH24Kq3FQPlmrZ/SVqgEKJD27PKmB4f0mbj3MHs5rNGMyY8gBXzRrPl14u49ewklwZWrubt6cFDy6eQX9XIC5uyTnu+vM7EjqwyLp8W2yczS7edk8T5kyJ55LN0Dg+Dyl1DXVG1Ea3p0jo+IfpSSY2JiEDfdj+3EkL9CfL14vAQL2qRV9l4SqVAsKcFAhRJxcBBZeBeSQgh3K7GaOZgXtWQWW/VUmSQgY2/WshDy6d0q7mvO80fE8aVM+P459ZjHCutO+W5z1OLsNo0S6e5LiWwJaUUT35vOqEBPtz59j7qTJbOdxIDVl6VPajKq2zoUlsCIfpKew2EnTw8FCmxwUO6qIXWmryKhlMqBQKE+Hlj8PaQioGDjARXQoh2fXWsHJtmSAZXg9XvLp2EwduTBz5JPWVx8uoDBYyNCCA5JqjPXjs0wIfnrp/JyYoG/vDRIVkcPYjlV9ov1sxWTaFcuAk3Kq01EdFJJdqpcSGkF9ZgcUHVvIGoutFMrclySqVAsN/Uignxo3CINBIeLiS4EkK0a+excgzeHsxMcM26IdF7kUEG7rloItuzyvjskL3/VHGNka9PVLB0et+kBLY0NymUX1w4gY/3F/D+3rw+fS3RdwqqvrtYOympgcKNSmtNbZZhb2lKXAgmi42sVjP2Q0We42ZH/MjT+yFGBxt6veZqOHPHTUC3BldKqUuUUhlKqSyl1L1tPO+rlHrX8fzXSqlEx+NhSqlNSqk6pdTzrfY5Qyl1yLHPc0rKWgnRYzuyypiTGIqvV/f6PIm+deP80UyODeahT9OoM1n47GAhWsPlfZQS2NrPFo3jrLFh/PGTwxwtru2X1xSulV/VgJejXP/JcgmuhHuYrTbK65vabCDc0pTmohZDMzXQufaxdVog2NddycxVz1TWNzHnkQ2scdyI7C9uC66UUp7AC8ASIAW4XimV0mqz24BKrfU44BngL47HjcD9wD1tHPofwB3AeMfXJa4fvRBDX3GNkaMldZwjKYEDjqeH4uHlUyipNfHs+kw+PVhAckww4yID++31n712BgE+Xtz59rcYzdZ+eV3hOgVVRpJjgvHyUDJzJdymvK4JaLuBcEtJ4QH4+3gO2WI6uc4eV6Gnz1xFhRgorjFKT7oe2JZVRlldU3PVxf7izpmruUCW1vq41roJeAdY1mqbZcDrju8/AC5QSimtdb3Wejv2IKuZUioGCNZa79L2ecA3gOV9+i6EGKJ2HisDZL3VQDUzYSTXzRnFqzuz2XeyiqXTY/r19SODDTx97Qwyimv50+q0fn1td+ppxkWL5xMcWRdt3RzsN/lVjSSE+hM/0k+CK+E2nTUQdvL0UKTEBA/Z4CqvspFggxchfqdX5Y0JMWCxacrqe9dIeDjaklHKCH9vpsf379IGdwZXcUBui7/nOR5rcxuttQWoBsI6OWbLRQBtHRMApdQdSqk9Sqk90lRNiNNtP1rOCH9vUmKC3T0U0Y7fXDyJYIO9XWFfVQnsyHkTIvjJwrH895uTrD5Q0O+v3996mXHh9Aywtq/H2hGtNflVjcSN9GNUqL8EV8JtOmsg3NKUuBBSC2qGZHXL3IqGNtdbwXeNhGXdVffYbJotmaUsGB+Bp0f/rhByZ3DV1jtt/RvTlW16tL3W+iWt9Wyt9eyIiIgODinE8KO1ZuexMs4aG4ZHP38oia4bGeDDU9+fzs/PH9dmOkl/uHvxBGYljOC+/x2iusHsljH0ox5nXAAopZYDx4HUfhpvm8rqmmiy2IgNMZAgwZVwo9I6e3AV2cXgqtFs5UTZ0CtqkVvZyKjQ09dbAcSE2B+X4Kp70gprKKszsXBC/1/juzO4ygNGtfh7PND61mfzNkopLyAEqOjkmPGdHFMI0YkTZfUUVhs5a6ykBA5050+K4u6LJrrt9b09PXju+pk8d/1MQvyHVqPpNvQ440IpFQD8FvhTP4yzQwVV9spkcSP9GR3mT1WDmerGIR8YiwHIOXMV3klBC7CXY4ehV9RCa01eZcNpDYSdoqWRcI9sybRnpZ07zIKr3cB4pVSSUsoHuA5Y1WqbVcAPHN9fA3ypO6ipqLUuBGqVUvMddwpvBj5x/dCFGNp2ZNnXW0kxC9EV8SP9WTQp0t3D6A+9ybj4E/CM1rrD2+79kbKe7wiuYkfYZ67gu2plQvSnklojI/298fHq/HJ0bEQAvl4eHBpi667K6powmm1tVgoECAvwwdtTScXAbtqSUcqUuOAupZy6mle/v6KD1tqilLoT+ALwBP6ttU5VSv0Z2KO1XgW8AryplMrCPmN1nXN/pVQ2EAz4OFItLtJapwE/AV4D/LDntbs1t12IwWjb0TLiRvgxOsw9qWZCDFDdybjIa5VxMQ+4Rin1BDACsCmljFrrU9qJaK1fAl4CmD17dp8sLnHOXMWP+O73+2RFQ3O5ayH6S2mtqdNiFk5enh4kD8GiFh1VCgTw8FBESa+rbqluNLP3ZCU/OW+sW17fbcEVgNZ6DbCm1WN/bPG9EfheO/smtvP4HmCK60YpxNCntSa1oIbPDxfxeWoRWSV1rJiX0OcNaYUYZJozLoB87Df8bmi1jTPjYhenZlwscG6glHoQqGsdWPWXvMpGAn29CPbzIsHDfkEn666EO5R0oYFwS1PjQvjo23y01kPm/ORsINzRull7r6vG/hrSoLczqwyrTXPeRPfUVHBrcCWEcB+rTbPvZKU9oDpcRH5VI54einlJofzgzNFcfUZ85wcRYhjpbcbFQJFf1UjsCANKKYIM3oQG+JAjjYSFG5TWmhgTHtDl7SdGB1FnslBQbSRuRNtpdIONMyW3o/cTFWwYcjN2fWlzRilBBi9mjurfEuxOElwJMcwYzVYeX3uETw8WUlZnwsfTgwXjw/m/C8dzYXIUoQE+7h6iEANWbzIuWmzzYJ8MrosKqhpPuZBLCPWXNVei32mtKa01EdGNmasJUUEAHC2uHTLBVV5lA2EBPgT4tn9JHhNiYH1a8ZCasesrWjtLsIfj5eme0hISXAkxzLy4KYvXdmZz6dRolkyJYeHECIIMQ77KmxDCIb+qkRkt7ugmhPqzP7eq28cxmq18e7KKM8d21H5SiLZVN5ppstq6vOYKYHxkIABHi+tYOHFoFNHJq2wkvpNWGtEhfpgsNqobzYzwlxugHckorqWoxsjCCe77/+HOaoFCiH52vLSOlVuOs3xGLC+uOIOl02MlsBJiGKk3WahqMBM38tSZq/yqRsxWW7eO9d6eXK5/+StyyutdPUwxDJTUdr2BsNPIAB/CA304WlLbV8Pqd/YGwh3PwsU4yrFLxcDObclwXwl2JwmuhBgmtNb88ZNUfL08uO+yZHcPRwjhBs09rlqmBYb5Y7VpCqu6d+F2MM++BmSo9R0S/aO0tusNhFsaFxnI0ZKh0UjYatPkVzW22+PKqbnXlQRXndqcUcqk6KDmn5k7SHAlxDDx2aFCtmeVcc/FE7uVhiGEGDry2wquHClJORXdm4FKLbAHVWmFstBedF9JrT1Q6G5wNSEqiKziOjpoezpolNQaMVs1o0Jl5soV6kwW9uRUuK1KoJMEV0IMA7VGM39encbk2GBunD/a3cMRQrjJdw2ETw+uulOOvcliI8uRmpVWIDNXovtKarqfFgj2dVe1JgvFjv0Hs9wKR8+5TmauIgJ98VBQJOXYO7QzqwyzVbt1vRVIcCXEsPDshqOU1pl4ePkUPD2k0pAQw1WBo+VCVPB3s9fRwQZ8PD26FVwdLanFbNUE+XqRXjh01r+I/lNaa8LP25PADqrktWVcpL1iYGbx4P9/56zSOaqTNVdenh5EBhlk5qoTmzNLCfDx5IzRI906DgmuhBji0gpqeG1nNtfPTWBmgns/cIQQ7pVf2Uh0sOGUmyweHor4UD9OdqPXlXO26vLpMRTVGKmob3L5WMXQ5mwg3N3S4uOjHBUDh8C6K2cD4bhOgiuAqBADRTUSXLVHa82WjFLOHheOj5d7wxsJroQYwmw2zf2fHCbEz5vfXDzR3cMRQrhZflVjmxdyCaH+3Zq5Si2owc/bkyVTYgBIL5TUQNE9JbVGIgK7lxIIEB7oS2iAT3NaqqsVVRubC7/0tdzKBqKCffH18ux025hgmbnqyLHSOvKrGt2+3gokuBJiSPtgbx57cyr53ZJJ0htDCEFBlZH4Npqvjg7152R5Q5eLBKQV1jApJogpcSH2v8u6K9FNpY6Zq54YFxnI0eK+mbn68X/28pP/7O2TY7eWW9HQaaVAp+gQA8USXLVrs6ME+3luLMHuJMGVEIOI1ab5ZH8+b+7KprrR3OG2lfVNPLY2nTmJI7l6Vnz/DFAIMWBZrDaKaoynFLNwGhXqT62jB1ZntNakF9SQEhNMaIAP0cEG0mTmSnRTSa2px5Vrx0cGkllc6/KKgcU1RvbnVnEov5oaY+e/C72VV9nIqE4aCDvFhBioNVmo7YdxDUZbMksZFxnYaXGQ/tC9VYRCCLfQWvPlkRKe+DyDDMci3kfXHOGqWXHcclYi46OCTtvniS+OUGO08PDyqXhIEQshhr3iWhNWm243LRDsFQNHBnQ8y51X2UitycLkWPusVXJMkKQFim4xmq3UGi3drhToND4ykBqjxTH75brWIhvTSwCwadibU8miiX1Xdc5stVFY3dhpA2EnZ9+m4hojQQbvPhvXYNTQZOHr4xXcfObAqIYsM1dCDHB7cyr4/j93cdvrezBZrDx/w0w+vesclk6P4f29eSx+Zisr/vUV61KLsNrsd/H2nazkv9/kcts5SUyMPj3wEkIMP/mVp5dhdxodFgB0rRx7aoG9r1VKbHDzn1kldRjNVlcNVQxxzgbCPQ6uHDcUXV3UYkN6MTEhBrw8FLtPVLj02K0VVhmxabqcFhgTYv+9lXVXp/vqeDlNVtuAWG8FMnMlxIB1tLiWJ77IYH1aMeGBvjy8fArXzhmFt6f9nsgT10zn3iXJvLP7JG/uyuGON/cSP9KPm88czcffFhAdbOD/Lhjv5nchhBgoCtpoIOzkbGLaleAqraAGDwUTHRe4KTEhWGyarJK65jVYQnSkpw2EnZorBhbXcva4cJeMqaHJwo6sMm6Yl8C+k1Xszu7b4Cqv0v67Ft9JA2EnaSTcvi0Zpfh5ezInMdTdQwEkuBKiX1ltmvf25GK22jB4e+Ln/PLxxODticHbHji9vjObD/bm4e/jxT0XTeCH5yTh73P6r2togA8/XTiOOxaMYX1aMa/uzObRNUcA+MeKWQR0s3+IEGLo+q6B8OlpVP4+XoQH+napHHtaYQ1jIwLx87FXOEuOCWp+XIIr0RU9bSDsFBHoS4ifN5kunLnafrQMk8XGhclReHkoXt+Zg9FsxeDdeSW/nsitdPa46trMlbP4R5EEV6fZnFnKmWPD+uzfqrvkykuIfvRFahG/+9+hTrfz8fTg1rOT+NmicYR2sv4B7A0Gl0yNYcnUGNIKajhWWsclU6JdMWQhxBCRX9VIaIBPmzdqAEaHda0ce1pBDXOSvrtDPDosAH8fT6kYKLqstM4eXPW0oIVSivGRgWS5sGLgxvQSggxezE0KpaHJysvbTnAgt4p5Y8Jc9hot5VbYG3o7Z6Q64+vlSViAj8xctZJdVk9OeQO3nZPk7qE0k+Cql0pqjaQW1PTpokfhGnUmC2/uyuHyaTFdrs7jav/bl0dUsC+r7zoHk9mGyWKlsclGo9lKo9mK0fF1xuiRPa54kxIb3LwWQgghnPIrG9uctXJKCPXnm07WmVTWN1FQbSQl5rvPGE8PxaRoKWohuq6kxoSnh+rSzcP2jI8KZO3hIrTW3W5E3JrNptl4pITzJkTg7enB7NEjAdidXdFnwVVeZYN9fZdn18sfRIcYKJZGwqfYnGEvQjIQSrA7SXDVS3/9PIM1hwr5+vcXEigpWAOWzab55bv7WZ9WzN82ZnLX+eP50YIx/drFu7zOxOaMUm47J6nHd+uEEKKnCqoaGRMR0O7zCaH+fLw/nyaLrd3PRmfJ9dY3cJJjgll1oMAlF7pi6CupNRIW4INnLyrZjo8M4r8NuZTXNxHeg2bELR3Iq6KszsSFyVEAjAzwYUJUIN9kV/bquB3Jrex6pUCnmBAD+VUSXLW0JbOUpPCA5qI8A4FUC+yl6+clUN9kZdX+AncPpV0mi5XVBwqaF5AOR3//Mov1acX8/ILxLJwQyV+/yGDJ37ay81hZv43h04OFWGyaK2fF9dtrCiEE2Ns55Fc1tlkp0Ckh1B+tv1ub1RZn6l/LmSuwB1u1Rgt5le3vK4RTbxoIO31X1KL3qYEb00vw9FAsbFFtbk5iKPtyKrFYbb0+flu600DYKTrEQFG1/I45Gc1Wdh0vH1CzViDBVa/NHDWCSdFB/Pebk+4eSrte3HSMu/77LWc+9iW3v76HdalFmPvow2IgWp9WzDMbMrl6Vjy/vHA8K286g1dvmUOT1cYNL3/NL9/d31wWti/9b18eyTHBTIqWlD0hRP+qajDT0GRts1KgU0KY/UIvp7y+3W3SCmuIDjYQ1mqmINkRbElqoOiK3jQQdhof6SzHXtvr8WxIL2b26JGM8P8uTXFuUih1Jgvphb0/fmtGs5WSWlO3lyjEhPhR2WAe9m0PLFYbe3MqeOSzdIzmgVOC3Uny2HpJKcUN8xL44yepHMqrZmr8wKqUVFjdyD+3HmPRxAgmRAfx4d58NqTbS3tfPSuO780exbjIQHcPs89kldTxy3f3My0+hEeunNKcrrJoUiTrxpzHi5uzWLnlGBvSi/nNxRO5Yd7oXqUptOdYaR0H8qr5/aXJLj+2EEJ0Jr+DMuxOox0XerkdFLVILahuc03npOgglLIHXxdNlmI6omMltSamxPbueikq2JcgX69ez1zlVjRwpKiWP1x26vl5rqNoyzfZFS6/tnP+PnY3LTDa0TC5qNpIYvjASYPrD0XVRrZmlrIls5RtR0upMVrwUHDBpEjO7KN1cT0lwZULLJ8Zx6Nr0nn7m5M8Fj/V3cM5xV8/z8Bmgz8vm8KoUH/uuWgiWzJKeW9PLq9sP8E/tx5nVsIIrp0ziqtmxTf3UBqItmSWYjJbWZwS1aWc/hqjmTve2IPB24OVN55xWolOPx9PfnXRRJbPjOP+jw9z/yepvL83j2evncGYCNcGnB/ty8dDwbIZsS49rhBCdEVzcNXBxVxEkC++Xh7ktFOO3Wi2cqy0notSTg+e/H28SAoPkIqBolNWm6a8rvdpgUopxkUF9nrmamN6MQAXONZbOcWE+BE/0o/dJypcXonOeQOj+zNX3/W6Gg7BVX5VI2/symZLRilHiuz/zlHBvlwyJZrzJkRyzrhwQvy93TvINkhw5QLBBm+WTotl1f58fn9Z8oApbHEgt4r/fZvPj88b2/wL7O3pwYUpUVyYEkVprYmPvs3j3d25/PbDQxwvred3A3BmRWvNP7ce5/G19v5N50+K5KHlUzq8A2uzaX75zn5OVjTw9o/md7jOYGxEIG/dPo9VBwp4YFUqP3/nWz7+6dndquDTEZtN89G3+ZwzPoLIYClkIYTofx01EHZSSpEQ2n459sziWqw2zeR2qpEmxwRzMK+q94MVQ1p5vQmb7nkD4ZYmRAax8Uhxr46x8UgJYyICSGojWJmbGMqWzFKXF2pxrk3s7pqrKEdwVVQzPNZd3fX2Pg7mVTMnMZR7l0zivAkRjlnygV00x63TFEqpS5RSGUqpLKXUvW0876uUetfx/NdKqcQWz/3O8XiGUuriFo9nK6UOKaX2K6X29M87gRsGWGELrTUPfZpGeKAPP1s0ts1tIoJ8uePcsWy4+zyumB7Lm1/lUNXQ1M8j7ZjFauMPHx/m8bVHuHxaDH+4LJmvjpez+Okt/Hv7Caw23eZ+z27IZOOREh5YmtI8td8RpRTLZsTx6JVTOZxfw+u7clz2Hr7JriC/qpGrZkohCyGEe+RXNmLw9ui09HVHva5SC9quFOiUEhNMbkUjNUZz7wY7BBVUNbZ7vhooHvksjRc2ZfX56/S2gXBL46MCKatroqK+Z9cutUaz/Zqi1ayV09ykUMrrmzhW2v46xJ7IrWzAx9Oj2wGmMy1wOPS6Opxfzb6TVfzu0mT+e8d8fnzeWJJjggd8YAVuDK6UUp7AC8ASIAW4XimV0mqz24BKrfU44BngL459U4DrgMnAJcCLjuM5LdJaz9Baz+7jt9FshqOwxdvfuO6ivDfWHCpiT04ldy+eSJCh4ylTpRQ/WzSOhiYrr+8cGOMHe1+q29/Yw1tfn+QnC8fy3HUzuX3BGNb98lzmJYXy50/TuOrFHaeloXx+uIjnvszi+7PjuXH+6G695pIp0Zw/KZKn1mU03+ntrY/25RPg48lFk9v+8BZCiL5WUG2vFNjZhckox8yV1qcHAmkFNQT6erV7t90ZdB3pgwIAg1lRtZGFf93M2wO48FWdycLrO3N4ZfsJbH0cBDobCEe4oCWJc8340eKe/Z/bmlmG2apPSwl0cjbL3p3dcf+37sqraCRupB8e3VzjHeDrRbDBi+JhEFy9sSsbP29Prjkj3t1D6TZ3zlzNBbK01se11k3AO8CyVtssA153fP8BcIGynxmWAe9orU1a6xNAluN4bqOUYsW8BA7n13Aor9qdQ8FotvLY2nQmRQdx7ZxRXdpnYnQQFyZH8urOE9SbLH08ws4VVRv5/spdbDtaxqNXTuW3l0xq/hCKH+nPv2+Zw9+vn0l+VSNLn9/OXz4/gtFs5WhxLb96bz8zRo3gz8umdPsOh1KKP10xGZvWPLAqtdfvw2i2suZQIZdMicHfZ2Ckiwohhp/8ysYOUwKdEkL9aWiyUt7GTEBaYQ0pMcHtXhA6y7OnFbj3HDjQbM4ooclqY4uj2elAtDWzlCarjYr6Jg7m9+2/X6lj5soVaYHjo5wVA3tW1GJjejEj/b2ZlTCizefHhAcQHujD7k6aa3dXXmVDt4tZOMWE+A35mauqhiY+2V/A8pmxhPgNvDVVnXFncBUH5Lb4e57jsTa30VpbgGogrJN9NbBOKbVXKXVHey+ulLpDKbVHKbWntLS0V2/EadnMOPy8Pd0+e/XqjmzyKhv5w2Up3ap899NF46hqMLu9rHx6YQ1XvriDnPJ6XvnBbG6Yl3DaNkoplk6PZcPd53H1rDj+sfkYFz+7ldte34O/r1ebBSy6alSoP7+8cALr04r5IrWoV+9lQ3oxtSYLV0lvKyGEG+VXGbsUXI12lGNvnRpos2nSC2vaTQkE+8VyWIBPc6NhYbfJEVR9faJiwKYGbkgrJsjghYeCTUf6Ngh09tx0RVpgbIiBAB9PsnoQXFmsNr7MKGHRxMh211grpZiTGMo3Lpy5arLYyC5vIL6b662cokMMFNUM7eDq/T15mCw2bpqf6O6h9Ig7g6u2rvpbf+q0t01H+56ttZ6FPd3wZ0qpc9t6ca31S1rr2Vrr2RERrqmPH2zwZun0GD7ZX0Cdm2Z/SmtNvLApiwsmRXLO+PBu7TsrYSTzx4Ty8rbjmCzd66Hw0tZjLH56S69T6bZmlvK9lbvQGt7/8VksnBjZ4fYj/H144prpvP2jeSjspef/sWIW0SG9Szf44TlJTIoO4sFVqb36t/zfvnyigw3MH2BlQoUQw4fRbKWsztRhYR+nBEfxo5OtKgZml9fT0GQ9rXlwS0opkmOC+6Qv0GDVZLGx/WgZEUG+1BotA7KaojPIWJwSxYxRI9jcxzNspbUmgg1ePb4B2pK9YmAQmT1IC9x3soqqBjMXpnScsj8nMZS8ykaXLRX428ZMqhvNPV4qEBNi6JeZq7SCGnZmlfX567Rms2n+83UOs0eP7PBmzkDmzuAqD2iZsxYPtK4G0byNUsoLCAEqOtpXa+38swT4iH5OF7x+bgINTVY+2Z/fny/b7On1mRjNVu67rGdV/366cBzFNSY+2tf18R/Kq+Yvn2dwtKSOW1/d3ePFzO/uPsmtr+0mfqQfH/3srG79Up01NpzPf3EuW3+ziNmJnRew6Iy3pwePXjWVohojT6/L7NExyupMbMksZfnMuD7pnSWEEF3hvBDrysyV825665kr52xUZ5/LKbHBZBTXYhlGjeo7sie7gvomK7+4cDwAu473/8VqZ/bmVFLVYGZxchSLJkZyIK+a0lpTn71eSa3JpZVzx0cG9igtcEN6Md6eigWd3Iie68J1V3tzKvnH5mN8f3Y8izq5edye6BADZXUmmix99ztmNFu57fXd3PLqbo6V9q6PWHdtOVpKTnkDN53ZvTXzA4k7g6vdwHilVJJSygd7gYpVrbZZBfzA8f01wJfavsp2FXCdo5pgEjAe+EYpFaCUCgJQSgUAFwGH++G9NJsxagTJMcG8/fXJNhcE96UjRTW8u/skN84fzdge9mlaMD6cqXEhrNxyrEvpC0azlbvf209EoC//WDGLY6V1/OQ/e7v9S/+Pzcf47YeHOGtsGO//WnaoMAAAIABJREFU+ExiQrqfi2zw9uzRfu2ZlTCSFfMSeG3niR6to1t9oACrTUtKoBBDSE+r3CqlFjvS1Q85/jy/v8ac7yj73JWZK4O3J9HBhtODq4IavDwU46M6PrekxATTZLFxvMy11dUGq00ZJfh4erB8RhxjIgLYdazc3UM6zfq0Ynw8PTh3QgSLJtkv+Ldkuma5RFtKak1EBPY+JdBpfGQgpbWmblc73pBezPwxYZ0W/UqOCSbQ14tvernuqqHJwq/e209MiB/3X966flvXxYQY0Pq79Mq+8OauHAqrjXh4wP0fH+7X69k3d+UQHujLkikx/faarua24MqxhupO4AsgHXhPa52qlPqzUuoKx2avAGFKqSzgbuBex76pwHtAGvA58DOttRWIArYrpQ4A3wCfaa0/78/3pZTihrmjSC2o4VAfLwptSWvNw5+mE2Twbr5D1hNKKX66cCzZ5Q2sOVTY6fbPrM/kaEkdf7lmGkumxvCXq6exI6uce/93sEu/jFpr/vrFEf7y+RGWTo/l37fM6fSDrj/9+uJJhAX68ruPDnb7TuxH3+YzOTaYCY4Ft0KIwa03VW6BMmCp1noq9puGb/bPqCG/yh4odXUBfUKo/2lpgWmFNYyLDMTXq+NUruTmohYDL/3NHTZnlDJvTCgBvl6cOSaM3dmVA2pWT2vN+vRizhoXRoCvF5Njg4kM8m1eJ9YXSmt730C4Jec5tjvrro6X1nG8tJ4L26kS2JKnh+KM0SN7PXP1+NojZJc38OT3pvfqOifKMetX1EepgTVGMy9szuK8CRH8/rIUdh4r5+N+ysbKrWhgU0YJ188dhY+XW7tF9YpbR661XqO1nqC1Hqu1fsTx2B+11qsc3xu11t/TWo/TWs/VWh9vse8jjv0maq3XOh47rrWe7via7Dxmf2subPF154Uhaoxm/rbhKDnlvbvL9+WRErZnlfF/F4xnhH/HfUw6c/HkaMZGBPDi5mMdBkh7sit4adtxrp+bwHkT7OvWrj4jnrsXT+B/+/J5ZsPRDl/HZtM8uCqVFzYd4/q5o3j22hl4u6hxr6uE+HnzwNIUDufX8EY3el9lldRyMK+aq2YNvhKiQoh29bjKrdb6W2faOpAKGJRSrrvC7EB+lRGlvrso68yoNhoJpxZ0XMzCaUxEAD5eHlLUAvuF4tGSuua1w2eODaPOZOnXG6+dOVZaR055Q3OQoZRi4cQItmaW9kkQqLWmpNbo0pmr5nLs3QiuNqbbg8cLkruWmjc3KZTM4joqe9hPa2tmKW/syuG2c5I4c2zv1mA7M3T6qqjFy1uPU9Vg5tcXT2TF3ARmjBrBw5+mU93Q9/3r/vNVDh5KtVnIbDBp90pWKRXa0Vd/DnKwcRa2WHWggNoO1h/tzank0r9t45kNmfz6/a7N9LTFbLXxyJp0xoQHuCRH1cND8ePzxpJeWMPmdlIDGpos/Or9A8SN8OP3rdZ33XX+OL4/O57nNh7lvd25be5vsdr49QcHeX1XDj9akMSjV04dsOuSLpsaw8KJETy1LoPC6q4taP3fvnw8PRRXTI/t49EJIZz64bzVmyq3LV0NfKu1Pm1hS19Uss2vbCQqyNDlO8Gjw/wpqjFiNNsLG5XUGimtNTE5NqTTfb09PZgYFUS6BFfN589FE+03H52FjXYdHzipgevTTg8yFk2MpNZoYd/JKpe/Xq3JgtFsc+nMVdwIP/y8PbtV1GJDejGTooO6XLFvTmLP111VN5j5zQcHGRcZyK8vntjt/VtzFuzqi5mr0loT/9p2gsunxTAlLgQPD8UjV06hqtHM458fcfnrtWQ0W3l3Ty6Lk6NcusTDHTr6pN0L7HH82fprT98PbXC7Yd5oR2GL1jU6wGrTPLfxKN//5y6UglvPTuSb7Ao+60IaXlve2JXD8dJ67rs02WUzP8tmxBEbYuDFdrq1P772CDmO6e1A31P7NymleOTKqSwYH87vPjp0Wu62yWLlrv9+y4f78rh78QTuuzR5QHfcVkrx0LIpWLV9pq0zNpvmk/0FLBgf7pJSs0KILuvr81Zvqtzan1RqMvZUwf/X1gv0RSXbgip7w9KuclYMzKu0z145q/91VCmwpeSYINIKavp93fFAs/lICQmh/iSFBwAQHujLhKjAAbXuakN6MVPjQk65mD17fDheHqpPUgOdhTIiXdBA2MnDQzEuMrDLaYFVDU3syansUkqg07T4EHw8PXoUXD24OpXSOhNPf3+6SyokBhu88Pfx7JOKgc9/eZQmq41fXfRdEDg5NoRbz0rkv9+cZG+Oa/t9tbT6QAFVDWZuHsSFLJzavRLXWidprcc4/mz9NaY/BzkYTY8PabOwRX5VI9e/9BVPr89k6bQY1vx8AX+4LIXkmGAeW3Ok+U5hV+VWNPDkFxmcNyGiy9PbXeHj5cEd545hd3blaYs4d2SV8cauHH54dlK7Jca9PT14ccUsJkQF8dP/7CXV0VSyscnKj97Yy9rDRdx/eQo/v+D/s3fe4VFW2R//3FSSEEIqHVIIhCK9d6QIiCDYcH8qKtjr6q5l3V2767r2LlZs2AsIooAgVZBeAoFAAiRAEkiAQHpyf3+cCQTSZiZTUu7ned5nZt657/ueTJK577nnnO+JrdWOVSltQvy5Z1QHftmRxtwth6q8aViblEnq8VyTEmgwuBgXzFs1UblFKdUaUbG9Tmu91wH2WEXq8VyrxCxKaXter6vS+ilrnavOLZpw7HQB6U5UnKvt5BUWs2rvUUZ2DD9njhsQHcr65CynKr1ZS0Z2PhsPZDHmPCnyJo286RMZ7JR+V+mWBsKOXniMjWjMnjTrnKtlCRkUl2ib7pkaeXvSo01T1iVn2WTXgm2H+X5TKndd2J5urStuVGwrSinpdeVg5+pgZg6frzvAVX3bnFkQKOWvYzrQIqgRj3y/nUIn1Qx+8sd+2kc0rnHaZG3AqjCHUipYKdVPKTWsdHO2YXUdZckZjT98kq0Wpbn5Ww8z/uXlxB8+yUtXdeflaT0JbOSNp4fi3xM7k3o8l1nL91Vz5rNorXnw2614eiiemXqBw52Uq/q2JTTAhzeXnY1encyT8HZ0eAAPjKs6vB3YyJsPr+9LEz9vbvzoT3anZTP9g3Ws2JPBfy+7gBlDohxqr7OZOVR6X909ZxPD/reUx+buYMWejHKT5HcbU2js68XYanpnGAwG5+GkectulVulVFNgPvCw1nqVA2yxipISzeETuVbJsJdyfq+rHYdO0KqpH0H+1hXhnxG1aMCpgeuSMskrLGFE3Lk38AOjQ8ktLGZriuNT7mxl6a50tKbCCM7IjhHsOpJtdSq8tZQq3EU42rlqFsiRk3lWtYJZtDONsMa+dLfR2ekbFcyO1BOctrL3ZXp2Ho98v41urYO4Y2R7m65VHdLryrG/m5cW7cZDKe6+sLwoWoCvF49N6sKuI9l8uCrJodcF2HzwOFtTTnDtgHZ1YsG9Oqp1rpRSM4HliKrf45bHx5xrVv1gco+W+Hl78sGqJB74Zgt3fL6RqPDGzL97CFN6nhvVGBgTyoQLmvPWsr1W/8PMWXeQ1XuP8fCEOJsmTmvx8/HkhsGRLEvIOBN5euqneA6fyOWFK6wLbzcPasSHN/QlJ7+YcS8vZ+OBLF6d1pOr+ta9YkVvTw++vHkgz0y5gA4RgcxZd4Br319HrycXcftnG/h2QwqHjufy8/YjjO/a3CHhf4PBYDvOmrdqonJrOa498C+l1GbL5rh0g0rIOJVPYbGmVVPr07BCA3zw9/Fkf2nk6vBJutjQd7BTS6MYuDQhHV8vDwael93Rv7TuqhakBi7amUarpn50alFe0bZUkn1ZgmMl2Z2RFggSuQKqjV4dPZXP7wkZjIqLwMPGOu++kSEUlWg2WVGLprXmH99tI6egmBev7O5wsa7mTfwcGrnadeQk329O5frBkWdqus5nbOdmjO4UwUuL9pxJGXYUH69JJsDHs960rrHmt30P0BfYr7UeCfQEnNcAoR7RpJE3k7q35MfNh/h6Qwp3jIzhm1sH0i40oMLxD4/vRLHW/Pfn6osGDx3P5ZkFOxkUE8pf+jnPUbl2YCSNfb14a9leluxM46v1Kdw6PIaebYOtPkdc8ya8fW1vosICmHVdby6pwyIPQf7e/KV/W96/vi+b/z2W967rwyXdW7A+OYv7v97CoGd/41R+EVPqyReEwVBHcdq8Za/Krdb6Ka11gNa6R5nNeXrXFlKPy2KdLTVXSinahvhzMDOHnIIiko6etqmpe5NG3rQJ8WvQohbLEjIYFBNabpEtJMCHuOaB/JHkXucqr7CYFXsyGN0posJIQWxEY1o19eM3B6cGZmTn4+PlQRM/r+oH20Bp/7XE9MpFLUodnoKiEmYMtT1zpne7YDwUrLOi7urr9Sks3pnOA+PiaB/h+HYszYN8ScvOd5ii4/O/JNDY14vbhsdUOkYpxWOTugDw2Nx4h1wXIPN0AT9tPcyUXq1qVSuemmDNX3ee1jpPKYVSyldrvUspVXO5kwbCTcOiOXQil9tHtK82j7RNiD83D43m9aWJXDswkt7tKnZgtNb84/ttFJdonp3azakh1CA/b64Z0I53lu9l9d5jxDUP5B47+mgNbh/GkvtHON5AN+Ln48nozs0Y3bkZJSWa7YdOsHhnOidzCxkQVfdzhg2GOoyZtyzY0kC4LG1D/Ek+dppdR7LR2vp6q1I6NW/SYNMCk46eJunoaa4fFFnh+wNjQvl87QHyi4qr7RvmLFbuOUpeYQljOjev8P1SSfbvN6U61M7SBsKOvm9pHeyPr5dHlZGrHzan8mt8Gg+Pj7Or/2RgI286t2zCn9U0E14cn8YTP8UzIDqEGyr5G6gp3Vo3pbhEs3DHESZ2q9mC9frkTBbvTOfvF3WstpVP62B/7h0dy39+3sWvO44wtkvFfz+28OWfBykoKuG6gZE1PldtwZrIVYolV/wHYJFS6kfKF/AaKqF9RGM+mdHf6gK920bEEBHoyxPzdlBSUrFowrcbU1mWkMED4zqeKTx2JjOGROHj6cHJ3EJeuLK72yaD2oyHh6Jb66bcN6YDj03qYnO6gcFgcChm3rJwJnJlh3N1IDOHHZaeTLZErkrHJx09TU6BdfUp9YllFpW9kR0rzvocGB1KflEJm50gdW4ti3emEejrRb+oyjsUXBgXQU5BMX8m2SbiUBWObiBciqdFMbCyXleHT+Ty7x930LtdMDOH2q9t0zcyhE0HKxYkOXAshxkf/cnMj9fTIqgRL1zZw2n3AqM7NSM6LIA3l1bdj7Q6tNY8tzCBsMa+3DA40qpjbhwi9eePzd1hdf1ZZRSXaD79Yz/9o0LscnhrK9VGrrTWUyxPH1NKLUWUjxY61aoGTICvFw+Nj+O+r7bw3aZULu99bm1W+sk8npi3gz7tgpnuIi8/PNCX5y7vho+nh1V9TgwGg8GdmHnrLIeO5xLYyMvmdJt2of7kFZbw++4Mgvy8bXbOOrdogtaQcCTbpjTy+sDShAyiwwMqXfzsHxWKUtLvqn8lirvOpKREs3hnOsM7hlfZ+2xgTCg+Xh4sTUhnSGyYQ66dnp1HZCWlETUlNqJxOXVjKBX/2kZRseaFK7rXqKdmv8gQPlyVzLbUE2eyi/IKi3n79728uWwv3h6KRyZ04vrBkQ6vsyqLp6Uf6QPfbmX5nqMM72Bf24ZluzNYl5zJk5O74O9jXaqmt6cHT0+5gMveWs1T8+MZ2TGC9Ox80rPzycjOI/1kvuV1Hlk5hbRq6kf7iMbERjQmtlljYiMCiQlvjJ+PJ0t3pZN6PJd/TOhU/YXrEFZ9kkopT6AZUCoR0hw44CyjGjqX9mjF7DX7eW7hLsZ1bX6mj5TWmkd+2E5+UQnPXd7NpdGRyT1MDZHBYKg7mHlLSM2yTSmwlDYWxcDle47Su22wzWlcZRUDK3OuiopLWLjjCEF+3gxpH1YvVMJyC4r5Y98xrh1Qea+eIH9vurRswpq9x7h3tAuNs7Al5ThHT+WXk2A/H38fLwZEh7I0IZ1/TezskGunZ+dXGS2rCbHNAvlh8yGy8wrPWUyYs+4gy3dn8MTkLkSG1cyx6xt1tplw73bB/LYrjcfmxnMgM4eJ3Vrwz4s7VyoI4Wgu7dmKlxbv5s2liXY5VyUlErVqG+Jvs8hY73bBXN2vLXPWHWDOurN91UMDfAgP9CWiSSM6Ng8k2N+b1OO57Ek7xdJd6RRZMrKUgtbBfhQUldCsiS9ju9QvdeVqnSul1F3Ao0AaUBoH1UA3J9rVoPHwUDx6SWemvrmaN5cm8sC4OADmbT3MIku+cHR4YzdbaTAYDLUTM2+dJfW4fc5VqRx7QVGJzSmBIDdOgY28KlQM1Frza3wazy3cxd6M04BEum4bEcOEC1rUKLLgbtbsO0pBUUmlKYGlDIwOZfbq/eQVFrtcWXbxzjQ8PRQjOlQvVjmyYziPz4tn/7HTlYpxWcPWlOO8/lsix3MKaRfinMhVe4ti4N6M0/RoIzLrB47l8NT8eAa3D+Wa/jVvThvW2Jfo8AAWxaexYX8Wi+LTiAkP4LOZ/Rnc3jHRPWvx8fJg5tBonvwpng37syqt06+MeVsPsfPwSV6Z1qPKCGZlPHpJZy7q0oxgfx8imvgS1ti3ymhdYXEJ+4+dZk/aKRLTT7En/RT7jp7imv7tnBrlcwfWRK7uATpqrd2vG9qA6NU2mCk9W/HeyiSm9W1LgK8nj83dQfc2TWuUL2wwGAwNADNvWUg9nmtXpKB1sD9KgdbYJMNeilKKTi2alFMM3LA/k2cW7GLD/ixiwgN4+5reZOcV8vbve7lrziae/zWBW4bFcFnvVi6p7z1yIo8n58fTPyrEIQX1S3dl4O/jSd+oqm90B8aE8u6KJDbuz2KQi2/KF8Wn0T8qxKq+ZSM7RvD4vHiWJWQwfZDtTtG6pExeX5rI8t0ZNGnkxd2jYrl2YM2dnIo4K8eeTY82TSkp0fztmy14KMVzl3d3WLZPv8gQvvjzIH7enjw0Po4bB0fZ5Zw4gqv7teG13/bw1rJE3pve1+rjcgqKeP7XBOKaB3KJnYIYjbw9GVHNIkJZvD09aB8R6BT1xNqGNc7VQeCEsw0xlOfBcXEs3H6EZxbsxMtTcSqviP9d3q1Or+oZDAaDCzDzFtL0PTuvyGalQJBV8ZZBfqQez7UrcgUSjfpq/UFKSjT7jp7muYW7+DU+jfBAX56ZcgFX9mmNl2XF+rJerfk1Po23liXyj++38fLi3cwYEsVf+rd1mjzzwu2Heei7bRzPKWTF7gyu6N0GPx/7HTqtNUsT0hkUE1atY9g3MgQPS92VK52r/cdOszvtFNOsTAOLDAsgKiyApQnpTLdS+U5rzYo9R3l9aSLrkjIJDfDhgXEduXZAO6dKbbcN8cfHy4NEi6jFh6uTWZeUyXOXd3NoL9DrB0cS4OvFjCFRdv1vORJ/Hy+uHxTJy4v3kHAkm47NrXNcnvxpJylZuXw+c4AR4HIC1jhX+4BlSqn5QH7pTq31i06zygBIA97bR8TwwqLdAPxtbId6paZiMBgMTsLMW4iYBdiuFFhKmxA/MrLzibEzDb1zyybkFBRz55yN/LIjDT9vT+4f04EZQ6PKFc97eCjGdW3ORV2asWbvMd5ctpf//LyL15cmcvPQaG4bEXPGEaspp/OLeHzeDr5an0K31kH8Y3w7Hvh2Kz9uTmVaDfpG7s04RUpWLreNqLxXUCmBjby5oFWQy5sJL94pSoajO1lf4zKiYzifrz1AbkFxlc6n1ppF8Wm8vjSRrSknaN6kEY9e0plpfdvWyGm1Fi9PD6LDAtidlk1i+imeW7iLUXERXHGeMFhNiWvexGE1aI7g+kGRzFq+j7eWJfLytJ7Vjl8Un8acdQe4ZVi01UrWBtuwxrk6YNl8LJvBhdw0LJqvN6TQxM+LW6po7mYwGAyGM5h5izLOlQ0NhMsyvmsLosMb210PUdob69cdaVzTvy13jYolrHHVMtxKKQa1D2NQ+zC2phznjaWJvLBoN2v2HePVq3tWe3x1bDqQxb1fbuZAZg53jIzh3tEd8PJQfLAqidlr9nNV3zZ2C2ssS5A+1damSg2ICeWDlUnkFBRZrdRWUxbHp9GxWaBNbVxGdozgw1XJrNl3lAvjKnbKjp3K58Fvt7J4ZzptQ/z5z9QLmNrLNamdZYltFsiG5Ezu/3oLfj6e/GfqBfVCKKUqmvr78Jd+bflwdTL3j+14RoymIjKy83no2610atGE+8Z2cKGVDQtrpNgfd4Uhhopp5O3JT3cPwcfTo94V/BkMBoMzMPOWUNpA2N7IlbVpYJXRpWUTXrqqOz3bBNul0tatdVPeubYPX68/yD9/2M7EV1fy5jW96GWHtHtRcQlvLtvLK0v20LxJI768eeA5tWjTB0Xy8HfbWL8/i76R9qnZLU1Ip2OzQKs/74HRobzz+z7WJ2cxzE4pbVs4nlPAuuRMbh1uW912/+gQ/Lw9Wboro0LnamlCOn//eisncwv558WduH5QpMOijLYSG9GYeVsOcehEHq9d3ZOIJq5R7nM3M4dGM3tNMrOW7+PJS7tWOEYk6beSnV/EnGk9TM9SJ2KNWuA8RGWpLCeA9cA7Wus8ZxhmOEsTJ+YoGwwGQ33DzFtC6vE8vD0V4TWM9tiLUoopPWueknVFnzZ0btmE2z7dyFXvrOGfF3fmuoHtrI5IHMzM4a9fbmb9/iwm92jJE5O7EuR37rw6uUdL/rNgJ7NXJ9vlXJ3KL2JdUiY3Do6y+pi+kSF4eSjW7DvmEudqWUIGxSWaMZ2b23Scr5cng9uHsTQhHa31mc89r7CYZ3/exUerk+nYLJBPZvQ7I8HvLjo0kxTWid1acEl3+4Qa6iLNgxpxWa/WfLX+IHePiiU8sPz//GdrD/DbrnQevaSzKTFxMtYsLewDTgHvWraTiLxtB8trg8FgMBhqE2beQpQCWwT51YuC9S4tg5h35xCGxYbz6Nwd/PXLzeQUFFU6Pq+wmIXbD3Pn5xsZ89LvJBzJ5uWrevDKtJ7lHCsQYYCr+rZh4fYjpJ203fdelXiUwmJtk3pagK8X3VoH8cc+19RdLdopYiLdWgXZfOzIuHBSsnLZmyFiEfGHTjLp9ZV8tDqZGwZH8uOdg93uWAEMjQ3njpExPFVJ9KY+c8vwGAqKS/hgVVK59/ZmnOKp+fEMjQ1jugNUMQ1VY02Sb0+t9bAyr+cppZZrrYcppXY4yzCDwWAwGOzEzFtAalaOQ1XS3E2QvzfvXteHN5dJHdbOw9m8dU2vM30f84uKWbH7KD9tPcSi+DROFxQTEuDDZb1ac+vwmCprUQCuGdCO91Ym8dnaA9w3xrZ6lGUJ6TT29aJPpG0piwNjQnn7932cyi+isa9j6q4Ki0tIzcol+dhp9h/LOfO4MvEol/VqZZezXeo0LtmZzrKEDJ5bmECQvzezb+xnVwNbZxHg68XfL4pztxluISosgAldW/Dpmv3cNiLmTNZTYXEJ936xmUbenjx/heMk6Q2VY81/crhSqq3W+gCAUqotUKobWuA0ywwGg8FgsA8zbwGHjue5vLGps/HwUNx5YSzd2zTl7jmbmPT6Kv46pgM7D5/klx1HyM4rIsjPm4ndWjKxewsGRodaXf/TLjSAkR0j+HztAe4c2d7q3kVaa5buymBobJjNtdEDo8N4Y+le/kzOrLbxcFUkHT3N0/N3kpieTUpWLkUlZ7Ni/X08aRcawOhOEcwYYn3aYllaNfWjY7NAnv81gcJizZjOzfjvZd0ICWiwejG1kttGxDB/22E+WbOfO0a2B+CVxXvYlnqCt6/pRbMGUoPmbqxxru4HViql9gIKiAJuV0oFALOdaZzBYDAYDHbQ4OetgqIS0rLz7FYKrO0MjQ3np7uHcvunG3jyp3gCfb0Y26U5E7u3YHBMmN1NXa8b2I7rP/yTn7cfZnKPVlYdE3/4JEdO5tnlHPVuF4y3p+KPvcfsdq6Oncpn+gfrOJFbyNDYMCZ2a0m7UH8iwwJoF+pPeGNfhyjmXdK9BW8s3csTkzszrQaqigbn0bVVEMM6hPPhqiRmDIliW+oJ3lyWyBW9WzOuawt3m9dgsEYtcIFSKhaIQyapXWWKgV92pnEGg8FgMNiKmbcg7WQeWkOrpvV3pbpVUz++unUguw5nE9ci0CHqZ8Niw4kM9efjNfutcq7yCot56NttNPb1YmSc7c6Rn48nPdsEs8bOuqu8wmJmfryetJN5zLl5gF1KitZy+4j2zBwaTSNvozJXm7l9RAzTZv3BB6uS+HztAVoF+/HopC7uNqtBUenSjlLqQsvjVOBiIAaIBiZY9hkMBoPBUGsw89ZZPD0U1wxoS5eWtosX1CV8vTzp3qapw2SlPTwU1w6MZMP+LLannqhyrNaaf3y/jW2pJ3jpqh4VKrRZw4CYULannuBkXqFNx5WUaO79YjObDx7nlWk9nOpYgXw2xrGq/fSPCqFX26Y8tzCBQ8dzeenKHg6r5zNYR1Vx8+GWx0sq2CY62S6DwWAwGGzFzFsWWjb146lLL6CrHcpwDZ3Le7fGz9uTj9ckVznuo9XJfLcxlXtHxzKmc8XNda1hQHQIJRrW7cu06bhnFuxk4Y4jPDKhk0n5MpxBKcWdF0q91e0j2tPHzr5tBvup1JXVWj9qebzBWRdXSo0DXgE8gfe01s+e974v8DHQGzgGXKW1Tra89zAwAygG7tZa/2LNOQ0Gg8FQP3HFvGWo/wT5eTO1Vyu+2ZDCw+M7EVyBaMPqvUd5av5OxnRuxt0Xxtboer3aBuPj5cH3m1MZEhtmVXRo9upk3luZxPWDIu0WqTDUXy6Ma8bi+4YRHdbY3aY0SKqt+FRK3aOUaqKE95RSG5VSY2t6YaWUJ/AGMB7oDFytlOp83rAZQJbWuj3wEvBfy7GdgWlAF2Ac8KZSytPKcxoMBoOhHuOsecvQcLjtfsN/AAAgAElEQVRuYCT5RSV8tf5gufdSsnK48/NNRIb68+KVNZe2buTtybS+bZi/9TAXPr+MbzakUFxyfg/ssyyOT+PxeTsY3akZ/5rY2QhLGCqkfUSgkV13E9bI6dyotT4JjAUigBsAR0SD+gGJWut9WusC4Atg8nljJnNW2ekbYJSSb5HJwBda63ytdRKQaDmfNec0GAwGQ/3GWfOWoYHQsXkgA6JD+OSP/ec4OrkFxdzyyQYKi0qYdV0fAhuVb0hsD09M7spnM/sT2tiXv329hQmvrOC3XWlofa6TtTXlOHfN2UTXVkG8enUPPM3Ns8FQ67DGuSr9z50AfKi13lJmX01oBZRdEkqx7KtwjNa6CDgBhFZxrDXnBEApdbNSar1San1GRkYNfgyDwWAw1DKcNW8ZGhDTB0aSkpXLb7vSARGwePi7rcQfPsnL03oQE+7YlKvB7cP48Y7BvP6XnuQVFXPjR+u5atYfbDyQBcDBzBxu/Gg9IQE+vDe9D/4+RqTAYKiNWPOfuUEp9SvSJ+RhpVQgUOKAa1c00Z0fB69sTGX7K3IWK4yta61nAbMA+vTpU3n83WAwGAx1DWfNW4YGxJjOzWgR1IiP1yQzpnMz3l+ZxA+bD3HfmA6M6mS/gEVVeHgoJnZryUVdmvPFugO8smQPU99czbguzUnMOEVBUTFf3NyfiMD6K7FvMNR1rHGuZgA9gH1a6xylVCiSYlFTUoA2ZV63Bg5VMiZFKeUFBAGZ1Rxb3TkNBoPBUL9x1rxlaEB4eXrwf/3b8vyvu/lkTTLPLNjJRV2acefI9k6/trenB9cOjGRqr9a8tyKJWcv3UlBcwuwb+9E+ItDp1zcYDPZjTRPhEmBjmdfHEOW+mvInEKuUigJSEYGKv5w3Zi4wHVgDXA78prXWSqm5wOdKqReBlkAssA6JaFV3ToPBYDDUY5w4bxkaGNP6teXVJYn868cdxEY05oUre7hUJCDA14t7RsdyzYC2ZOUUGMfKYKgDuC1hV2tdpJS6E/gFkU3/QGu9Qyn1BLBeaz0XeB/4RCmViESsplmO3aGU+gqIB4qAO7TWxQAVndPVP5vBYDAYDIa6T1hjX6b2asWCbYeZdV0ftzVjDW3sS2hj+5oUGwwG16LOV6JpiPTp00evX7/e3WYYDAZDg0UptUFr3cfddtQmzNxUOygqLiGnsJgmDlIGNBgMdQtb5ydr1AJRSg1RSt1geR5uSbszGAwGg6FWYuYtg6Pw8vQwjpXBYLAaa5oIPwo8CDxs2eUNfOpMowwGg8FgsBdnzltKqXFKqQSlVKJS6qEK3vdVSn1peX+tUiqyzHsPW/YnKKUucoQ9BoPBYKhdWBO5mgJMAk4DaK0PAaai0mAwGAy1FafMW0opT+ANYDzQGbhaKdX5vGEzgCytdXvgJeC/lmM7I3XDXYBxwJuW8xkMBoOhHmGNc1WgpTBLAyilApxrksFgMBgMNcJZ81Y/IFFrvU9rXQB8AUw+b8xkYLbl+TfAKKWUsuz/Qmudr7VOAhIt5zMYDAZDPcIa5+orpdQ7QFOl1E3AYuBd55plMBgMBoPdOGveagUcLPM6xbKvwjFa6yLgBBBq5bEopW5WSq1XSq3PyMhwgMkGg8FgcCXW9Ll6Xik1BjgJdAT+rbVe5HTLDAaDwWCwAyfOWxU1ODpfcreyMdYci9Z6FjALRC3QVgMNBoPB4F6qda6UUn8FvjYOlcFgMBjqAk6ct1KANmVetwYOVTImRSnlBQQhfRqtOdZgMBgMdRxr0gKbAL8opVYope5QSjVztlEGg8FgqEMc3gorXoDa0zfRWfPWn0CsUipKKeWDCFTMPW/MXGC65fnlwG+W+q+5wDSLmmAUEAusc5BdBoPBYKglVOtcaa0f11p3Ae4AWgK/K6UWO90yg8FgMNR+jibCJ1Pgzw8gN8vd1gDOm7csNVR3Ar8AO4GvtNY7lFJPKKUmWYa9D4QqpRKB+4CHLMfuAL4C4oGFwB1a6+Ka2mQwGAyG2kW1aYFlSAeOAMeACOeYYzAYDIY6w4lU+ORSQMN1P4B/iLstOh+Hz1ta6wXAgvP2/bvM8zzgikqOfRp42hF2GAwGg1tJ3wnrZsHYp8HH393W1CqsaSJ8m1JqGbAECANu0lp3c7ZhBoPBYKjFnD4mjlXucbjmOwiLdbdFZzDzlsFgMDiZLXNg/Qfwy8PVj21gWBO5agfcq7Xe7GxjDAaDwVAHyDsJn10Gxw/ANd9Cyx7utuh8zLxlMBgMziR1IygP2PARRA2HrlPdbVGtoVLnSinVRGt9EnjO8vqcfA+tdaaTbTMYDAZDbaMwD774i4hYTPscIoe426IzmHnLYDAYXEBJCRzeAj2vhfR4mHcPtOoFwZHutqxWUFVa4OeWxw3AesvjhjKvDQaDwdCQKC6Cb26A5BUw5W3oOM7dFp2PmbcMBoPB2WTuhfyT0KYfXPY+oOCbG6G40N2W1QoqjVxprSdaHqNcZ47BYDAYaiUlJTD3TkhYAOP/B92udLdF5TDzlsFgMLiA1I3y2LInBLeDSa/C19PhtydhzBPuta0WYI2gxRJr9hkMBoOhnqK1FC1vmQMjH4H+N7vboiox85bBYDA4kUObwNsfwjrK6y6XQp8bYdUrkGi6NVXqXCmlGlny1cOUUsFKqRDLFon0DTEYDAZDQ2DFC7D2beh/Gwz7u7utqRQzbxkMBoMLOLQRWnQHzzIJcBc9AxGd4btbIPuI+2yrBVQVuboFyVOP49y89R+BN5xvmsFgMBjczsE/YenT0PVymTyVcrdFVWHmLYPBYHAmxUUiaNSy57n7vf3g8g+h4DR8d7OkkjdQKnWutNavWPLW/6a1jtZaR1m27lrr111oo8FgMBjcQWEu/HAbBLaEiS+BR7WZ5G7FzFsGg8HgZDJ2QVEutOxV/r2IOJjwHCT9Dqtecr1ttYRq+1xprV9TSnUFOgONyuz/2JmGGQwGg8HNLH0aju2Ba7+HRk3cbY3VmHnLYDAYnMQhi5hFqwqcKxB59n3L4Lenod1gaDvAZabVFqwRtHgUeM2yjUT6h0xysl0Gg8FgcCcH1sLq16H3DRBzobutsQkzbxkMBoOTSN0IvkEQXIkoq1KS6dC0DXwzA3KzXGtfLcCaHI/LgVHAEa31DUB3wNepVhkMBoPBfRTmwo+3Q1AbGPuku62xBzNvGQwGgzM4tBFa9qg6TbxREFz+AZw6Aj/dJ4qzDQhrnKtcrXUJUKSUagKkA9HONctgMBgMbuO3p+BYIkx+DXwD3W2NPZh5y2AwGBxNYR6kxVeeEliWVr1hxMOw4zvY9rXzbatFWONcrVdKNQXeRVSXNgLrnGqVwWAwGNzD/jWw5g3oMwOiR7jbGnsx85bBYDA4mrQdUFJYXimwMob8FdoMgPn3w/EDzrWtFlGtc6W1vl1rfVxr/TYwBphuSbOwG0vfkUVKqT2Wx+BKxk23jNmjlJpeZn9vpdQ2pVSiUupVpUQbWCn1mFIqVSm12bJNqImdBoPB4FZKSuCHO2Cli1SXCnIkHbBpGxjzhGuu6QScMW8ZDAaDy9i1ALZ9424rylMqZlGRUmBFeHjC1HdAl8D3t0FJsfNsq0VU1US41/kbEAJ4WZ7XhIeAJVrrWGCJ5fX51w8BHgX6A/2AR8s4YW8BNwOxlm1cmUNf0lr3sGwLaminwWAwuI81r8HmT2HJE1JE7Gx+exIy98HkN8G3sfOv52CcPG8ZDAaD8ynIgR/vgJ8fqH29og5tgoBwCGpt/THBkTD+v7B/JaxpGB0xqpJif6GK9zRQE/moycAIy/PZwDLgwfPGXAQs0lpnAiilFgHjlFLLgCZa6zWW/R8DlwI/18Aeg8FQ11j3LqSsh0vfqvX9l+zi0GZY8iR0GCfPf7oXZv4GntV20LCP/avhj7eg700QNdQ513A+zpy3DAZDfSAjQZwDnwB3W1IxWz6H3Ex5nr4Dml/gXnvKkrpRUgJtbSbf4/9g90KZ06JHQotu1h2Xd1IElgKb2W6rG6l0ltZaj3TidZtprQ9brnNYKRVRwZhWwMEyr1Ms+1pZnp+/v5Q7lVLXAeuB+7XWFWpAKqVuRqJftG3b1t6fw2AwuIPiQvj9OTidDs26wOC73W1RxWgNp9IgsLltxxWchm9nyArhpW9B0nL4ejqsmwUDb3e8nQWn4YfbIbgdjH7M8ed3EU6etwwGQ10nPxveGSYtJsY/625rylNSAmvehJAYyNwL+36vPc5V/ik4mgCdJ9t+rFIw8RU4OBC+uxluXgbejao+ZudPsqhYVADXfget+9hjtVuwps+Vv1Lqn0qpWZbXsUqpiVYct1gptb2CzdrfSkVusa5iP0i6YAzQAzhMFauYWutZWus+Wus+4eHhVppkMBhqBYmLxbEKjpJUtiPb3W1ReYqLxGF5oaNMlraw8GE4tldy1f1DZDKLvUhU/E6kVH+8rSx5ArKSYPIbdTId8HzsnbfqFYW5cmOWvhNyMhucFLLBUCEH1kJRnqjXFRe625ry7P5ZnKoLH4HQ9pD0u7stOsuRrVI7ZY1SYEUEhErKecZOWPJ45eNyMuHbm+DL/5OFSf9g+GQKHPzTvuu6AWvySz5E1JYGWV6nAF8DP1V1kNZ6dGXvKaXSlFItLFGrFohM7vmkcDZ1EKA1kj6YYnledv8hyzXTylzj3epsNBgMdZRNn0pU58aF8PZQ+O4muGlp9SthZdEads2HnKOgPCrZlCgdBbWq/nxlKcqHb26EXT9BRBf45WEoPA1D/1Z9OsXOebBxNgy+F6KGyT6lYML/4M0BsOABuPpz2+ypirXvwNq3od8tEDnEced1L3bNW/WKrGT4uEzfZA9vaBxh2Zqdfex2FYTFus1MQwOjIAe8/WxPK3MUycvlMeco7F0KHca6x47KWP06BLWFTpMheRVs/VKcQE9vd1t2tu7XWqXAiogdLannf7wJsWMh5rxkg4SFMO9uyDkGI/4BQ++T7I+PJoqDdc230La/9dfTWubh9qPl785FWFOoEKO1fg4oBNBa51Jx9MgW5gKl6n/TgR8rGPMLMFYpFWwRshgL/GJJJ8xWSg2wqAReV3q8xVErZQpQC5ezDQZDjTiVIbnb3afJqtbkNyA9XiJY1qI1/PygrIzNuwfm3iUFxD/cBt/fIs7atzPEQXqjP2z5wvqV//xT8PmV8oU+/jm4ZTl0myZRpyWPV32ek4fElhY9YOQj574X3A5GPAQJ8yVdwhGselWKpuMmwtinHHPO2oEz5q26RdO2cP18aeQ57lkYdKfUOviHyd/Z7l9h+fPw6z/dZ2NRPiz6N2z8xH02GFxHbha81FlSnIsK3GND8krpv+QXDNu+co8NlZG6AQ6shgG3SW1t9HAoOCX7awOHNkKT1rIwUxPGPAFhHWS+zbHUluUeFzXBOVfJd9RNv8GIB8WpDGoNNyyQ6346VdqFWEPWfvjsCvjyGtj4cc1sthFrIlcFSik/LKl3SqkYIL+G130W+EopNQM4AFxhOXcf4Fat9UytdaZS6kmgNA74RKm4BXAb8BHghwhZlIpZPKeU6mGxNRm4pYZ2GgyG2sbWL6GkCHpcI687jJWeTGtel5Ww6OFVH681/PIPWPcODLgDBt4BaEl3OLNZXudny9jvb4E9i+DiF8CvaeXnzs2SL/PUDXDp29Djatl/6Vvg4y+S6gWnYdx/y4twlJTIdYry4bL3wcun/PkH3A5bv4IFf5efsyYNfn//Hyx9CrpMhamzasfKqONwxrxVt/AJqD4S+fNDsOFD+Zt0dXH/6WNy03Ngtbw+mgCjn6if4jQGYccP8h0Z/6OkTV/xIXj5uu76eSdFHGjofdC8m8wl+adqTyr06tfBNwh6XSuvI4cCStJ72w5wq2mAKAW2qkHUqhQff5lz3hsN8+8TsYu5d0uEatjfYdgD5ee/Ji1lsWj2JfDpZfB/X0Pk4IrPX1wkkbFl/wGULC71nVlzu23Amm+xR4GFQBul1GeIdPoDNbmo1vqY1nqU1jrW8php2b9eaz2zzLgPtNbtLduHZfav11p31VrHaK3v1FqWgrXW12qtL9Bad9NaTyoVzTAYDPUErWHTJ9CqD0TEnd0/9knJT//hdlkBq+r4X/8pX7z9b4OLnpaUv6DWstIfHAkh0RAaI6lSrXrJF/qF/4Qd30sKYmWrZtmW1IXDW+DKj886ViA3jBe/CIPuElGKuXeW7/ex+lURrhj/XwhrX/E1PL1h4suQfRiWPmPVR1bhZ7DkSXGsul8Nl71X3xwrcMK8VS/pOF7qT/b+5trrHt0D742SRYip70qa0OrX4JsboDDPtbYYXMfWLyGsI0x4XiLwX17j2t/3wbWgi8Vp6XYVFOZIanht4PgBcTp7Tz+7aOYfIqp6taHuKjdL2nTUJCWwLC17woiHZV797HJo1ARmLpa5tqKFRYAmLeD6n2TO/uxySFpRfkzqRnh3JCz6F0QNhzvWSiTQw9MxdltJlc6VJe1uFzAVuB6YA/TRWi9zumUGg8FwPqkbIWMX9Lzm3P0+ATBlljgdC/5W8bFaw+JHJcLV72YY9x/r8v49PGU1bcav8vyjCZLiV7YY+vgB+HAcZCbBX76CTpeUP49SMOZJmVA2fyZph6XnOLRJ0ho7TYKe11ZtT5u+0HeG1Ekd2lS9/WXRWiadFc9Dr+ukuNjFk46zMfOWDbQbBI2CIMGFnUySVsiKdX623Ch1u1LqCcc+BfE/SJ3Y6WOus8fgGjKT4MAa6H4V9LtJFon2/ApfXC3iK64gaTl4+kDrvtCmv9Q21ZbUwD/eljmi/63n7o8aDgfXSXTZnZTONdY2D7aGIX+VqNXQv8HNv1snlBHYXBY8m7aVLJF9Fscz/5QIQb03Ck6lywLn1XOgaRvH2WsDVTpXlojQD5ZI03yt9U9a66Muss1gMBjOZfOn4OUHXaeWf691bxj+oKhAnd/ZXmtRxFv1iqQQjn/O9oLq1n3g1hUS7Vn+P/hgnKzkZeyW5znH4LofyhfolkUpqZsa+5Ss2H15rUUZaaaIC1zyinV2jfq3CHrMu0dSIKyhpETqq1a/JpGCia/UyxQsM2/ZgKe3qFDuXlg+kuoMNn0qRemNm8kqdZt+sl8piepeMVvStt4fI2qZhvrDVosTc8GV8tjnBpj0uohKfH6VCF04m+SVkvXg4y/ffRdcLlHbUxVpqrmQ3OMiYtRlannxpOjhUFIojqk7OeNc9XDcOT084dI3YdS/bBOjahwB03+CkCipb17xotRG//GWSOzfuU4Udt0lmoJ1aYF/KKX6Ot0Sg8FgqIqCHHGaOk+S1faKGHq/rErOv+9cyfKlz8DKF6H39ZKSYu+Xrm+gTAaXfwjH9kia4AcXSQTq+gVnbxarY9Bdkia4+2d4tafcSE6xyK5bQ6MgySM/vAX+fLf68SUl0i9k3SwYeKdECuqhY1UGM29ZS9wEWRg4uNZ51ygpgcWPi2hMu0ESBQ6JKj+uy6UwfZ6kIL0/RlbsDXUfrWHrF5KOVzaS0OtamPI2JK+QKET+KefZkHcSDm8+t0F6t6uktnb7d867rjVsnC3CFYPuLP9e24Gi9LnPzamBqRslZd4v2L12lNI4XL4rQtuLUJRvINz4C0x8sfL7Axdizew6ElijlNqrlNqqlNqmlNrqbMMMBoPhHHb9BPkny6cElsXTS5yU4iJRIiopgWXPwvLnJA3u4pcc41R0nQq3rZY0hkZNRBK+eVfbztF3htiany0F1mUnfWvoMgXaj6m495XWcjORlSyT4o+3ywQ+9H6JmrlxRc9FmHnLWmJGyc2bs2pPCnOllmrli/I/eM23VYvCtO0vUa1GQVK8Hl+RmLChTpGyXqL83a4q/173aVJ3d2CN1NHkZzvHhgNrxJEqK/ISEScNerd+6ZxrWkNxobTDiBoGLbqXf98nQBbt3F13dWiTY1MCHUFAmDhYl38gqry2SLQ7GWvUAsc73QqDwWCojk2fQtN20K4aBbTQGBj3jKTMzb4E9q+UvG5Hp8EFtZYv9pIS+8/bfRp0uAgaVXGzWRlKwcXPwxsD4ONLJU0wN1PSDHOzJJWkLCMfgeENRtPBzFvW0qiJ3NglLHC8412UD7MnQcqfUm846C7rzh8aAzMWw5xp8NV0SePtf7Pj7DK4lq1fgFcjSdWqiAsulxSxb2ee7WXk6OhD8oqz9VZl6XaViBwd2yt/d65mx/dwMlVq0Cojargo3+VkWp/d4Eiy08RGe5sHOxP/EOh6mbutKEe1dwRa6/0Vba4wzmAwGADpV5H0uzhJ1jgyvaZDxwniWHWbBpNec14aXE3P6xds/w1tcCSMf1bkjJWHKBx2HC/pJWOelB5g0+bArSsbkmPllHlLKRWilFqklNpjeawwP0YpNd0yZo9Sarpln79Sar5SapdSaodS6tma2OJw4iZIZOHobseed/8qSFkHl7wMg++27e88IBSmz4XYMfDrI+4VuUheKbWKB9a6rz9TXaWoALZ/C3EXiyNfGV2mwBUfSc3dJ1McH8FKXgmt+5VvJNv1MkCdrQlzJVrL31VYR2lyWxlRwwAtDqI7OFNv5SClwAaANZErg8FgcC+bPwfUufLmVaGU9JZKXCyTdj1TxDuH3tfLZnA2DwFLtNbPKqUesrx+sOwApVQIIgPfB+mxtUEpNRfpsfW81nqpUsoHWKKUGq+1dqFMXxV0GA/z75fUwPCOjjtv0grw8IKul9t3vLcfjH4c3hoIW+ZUXJPiTLLTxLHb9vXZfV5+otjZboj02WnVx7Zi/IZG4iKJpHebVv3YTpfAlbNF6Ofzq+D/vhHxiZqSd0LqU4dVsMDUpKWkZG/9UsSGXJkynbwCjmyFS16tepGuVW/wDpC6q8qif87k0EZZvKsobdFQIfW6otlgMNQDSkrEuYoeIfKr1uLX9Gy6icFQcyYDsy3PZwOXVjDmImCR1jpTa50FLALGaa1ztNZLAbTWBcBGoLULbLaOoFbQooekBjqSpOVyY1iTJq3NOots9oaPZKXfHk4fs00NsaQY1r0Lr/eVmq/hD8Jf4+HKT6QPUW6WpGl9dDE82wY+GC9NuV2huFjX2PKFpCzHXGjd+LiLpcHs/tXSB6vIAb2/91dQb1WWbldBVpL0XXMUOZnV/z2sfl0+m4pq0cri5SNCMO6quzq0CcLjXN9ovA5jnKv6QFayKfo11F+Sl8OJA1ULWRgMzqdZaWN6y2NEBWNaAQfLvE6x7DuDUqopcAnS2LgcSqmblVLrlVLrMzIyHGK4VcRdLMID2WmOOV/eSbkpi7RRqKUiet8g6pz7V9l+bMZueDEOXugodZh7fzu3R935pG6Edy+UfnmtesJta2DkP8QB7TxJmnzfuhIeTIKrv4D+t4jQztKnbO87V9/JzRKZ/66Xi9iQtVxwuaRy710C39xY9e/LGpJXgKdv+XqrUjpdIu87QtiiuAh+eQSei4Jn28HHk0WtNnHxuQ3uMxJgzy/SFsOayGf0cDiWCCdSa26jLWgt/xMmJdAmTFpgXUdr+O4WOPgHXDdX/gENhvrEpk+luDnuYndbYqjnKKUWA80reOsRa09Rwb4z4RallBfS1PhVrfW+ik6gtZ4FzALo06ePnaEaO+g4AZY+LTfDvafX/HwH1oAuttSL1JAul8LCB2H9h5VHHypj5UugPMXJ2/aNRMD8gqHjxZJiFT1cahZzj4vy5p/vSR+uyz+QvkOVpYn5BUt9Y8fxUq/2ak9pcN66T41/3HrDjh+guEAaB9tKr2uhMEd68/1wmyir2puFkLxCFPcqc2IaBcnvcft3cNEz0v/NHk4fE2XM0vpgbz9pcbD8fxI5Q0FEJ7Ela7+IfPSdYd25oyz3dkm/Q4+/2GefPZw4CDlHjXNlI8a5quvsXyWOlYe35MzftlpCyAZDfSD3OOycJ1Gr8wuRDQYHo7WutKpcKZWmlGqhtT6slGoBVNR5NAUYUeZ1a2BZmdezgD1a6yqkwdxEsy6SdpuwwDHOVdJyiQZY2/utKrz9pHn3+g/kBjYg1LrjsvZLNKLfzSL8Upgrkav4ufK9svlT8G0iYgLJK+Umsv8tEqmyRa2uaTu5Uc7YZd/PB1CYJ3Ut9Wn+3vKFiDW0sLPxbP9boOC09DHy9re+yXpZco/D4a1ST1UV3a6E+B9g3zIRUbGVw1vhi/+DU2kw+U3o+X9n38vPlpTDg+vE2dr+PeSfgL4zRU7cGpp1Bf9QqbtypXNVGo2tjUqBtRiTFljXWfGC5OxeYWlquvpV19tQUgxLnoB3hkuetMHgKLZ/C0V5sgpoMLiXuUCp1zEdqCgX+xdgrFIq2KImONayD6XUU0AQcK8LbLUdpSSas2+Z3NDWlKTllmiBgxZFek2XKMiWz60/ZvWr4rAMuktee/tZanregb8nimBC50kSDQiOhJuWStqfrTLgHp4QGiupXvby6VSYd7f9x9c2MpNk4bf7tJqJRAy9D4b+Tfr0LXzY9rq7A2sAXX3Es/0YaYlhT2rg1q/h/bESqb3x53MdK5AGt9EjRLH1mm/hwWS4a6NEyazFw0Oir0nL7a89tIfUjbJ438zGPo4NHONc1WVSN8gq3MA7JGe40yQJP2clu86G/GxZrVnxAhzfDx9OgJ8fdMzkbDBs+hQiupiUBENt4FlgjFJqDzDG8hqlVB+l1HsAWutM4EngT8v2hNY6UynVGkkt7AxsVEptVkrNdMcPUSUdx8tixt6lNTtPTiYc2eaYlMBSbBW2yE6DjZ+IwmhQq/Lve/lIhGLyG/DAPpi5CFraGWEBUVm0N3JVXChRjV0LpGanPrD1K0BJRKimXPhPGHA7rH1LUldtIXmlRBVbVZOu6eUjyrK75kP+KevOXVwEC/8B382UyM7Ny0TApTo8PKSnlpevddcpJXo4ZB+S2itXcWijRLVttbWBY5yrusyKF2WFrY8lZ3fcs5JbvuAB16xsZO2X1Zo9v8KE5+He7Xg81sgAACAASURBVJJ+sfZteGuQfKkZDPaSFi9f7D2vca08rsFQAVrrY1rrUVrrWMtjpmX/eq31zDLjPtBat7dsH1r2pWitlda6k9a6h2V7z10/S6W0GyRzSk1VA/evQqIFDhCzKEvvG+TG0pq5Zc3r0kh7sIsCheFxcPyAfQuLxxLF1vwT9UMUQ2tpHBw5RJqt1xSlJMrTa7osIK98yfpjk5aLkIU1ohHdrpQ6r13zqx97+ih8OgX+eAP63QLX/QiNK9K4cSCldVf7ljn3OqWUlMChLSYl0A6Mc1VXSYuHXT9B/1vPNuYLagUjHxYFGmu+HGrC/jXw7kjp2n3Nt9DvJpHbnfAcXL8AUCJTO/9v1q8CGQxl2fyZpCM4YuXTYDBUj6c3xF4kohY1kRVPWi41Mtas4ttCl0vF+dvwUdXjcjKlPqvLVIkQuILS/mD2NGJO23H2+b4aRg1rAynrReSjuxW9raxFKZj4ElxwBSx+TO5BqiM3SyKo1jr5bQZAUFvYVkVD4VPp0hpk1ghpKn3pW3LfY68Ihi2ERENQG9dJsmfuE4ffZI7YjHGu6iorX5Kmcv1vPXd//1sljernB53n1Gz6FGZfImpJM3+DmJHnvh85WIQ1BtwuyktvDZQiTIPBGnKzJLd+7dsQN8H6gl+DwVBz4iZAzjFJU7OXpBXQdoDjxRlKhS12zhVhi8pY9y4UnJJ6HVcRHieP9tRdpcdL1klE55qnZNYGtn4hqXidJjn2vB6eImrRtK3Up1XXA2u/pd4qykrnysNDZOD3LhUnCmSR4eCf8NvT4lA9HyvqhR6ecONC14pLKCXRq6QVrumpdmijPLY0kStbMc5VXSRzH2z/BvrcAP4h577n6Q0TX4STKbD8Ocdet6RY+jf8eIeE+2cuhrD2FY/18Ydx/5EvHw9v+HgS/HRf/cknNzie4kJY+45IGv/xlkxaF9uQ/mEwGGpOzCj5zk6wM/vhVDpk7HRsvVVZel9ftbBF/impzek4QWpFXEVIlHxu9tRdpe+E0PYQOxZS1kktc12lqECEiOIuPptV40h8AiSCdXS31HpXRfIKS72VDRHUbleJMMWif8O3M+F/7eH90bDiefD0kfqvm3+Huza5J10uejjkHYcjWx1/7sJcOLoHEpdIdHjjx+Dld3bhwGA1Roq9LrLyZfkSL1VAOp+2A6ROZc0b0G2aFALXlLwT8kWz51fJL77oGeuaArYdIA0XlzwukYh2g2RlyGAoRWvYswh+fUQmzKhh8vfV/AJ3W2YwNDwaNZH/wV0LYMyTttc7Ji2Xx0gnOVcRnSR9a8NHMPDO8vZt+FCi30NcGLUCWdgMbW9f5Cpth9yox4yEVS9D8iroOM7xNtaUXQvk840cKvL1EZ3Kf/6Ji+Tz73618+xoPxouuFLqzrtMETsqorS/lS1iDBFx0KI7bJkD/mHQ4SK5XsyF5Rez3UHposW+32uerrf+AznPiYNSL3j6vKblylOcTVsaQBsA41zVPU6kSr5vr+sgsKJelxZGPyF1V/PvhxsWVD9BZiXDsb2QfRhOHhZFmrKPpzMkDD7xJehzo202+/jDRf+RhoLxPxjnynCWtHhxqvb+BiExMG2OKJYZAQuDwX3ETZC54+jus7VE1pK8QnpHtejuHNtAolc/3CrCFmVTvgrzYPVrcgPapq/zrl8Z4R2lxscW8rNFabfnteI0ejWSuqva5lzln4Kf7hV79/wKi/4FTVpB+1HifESPkHq4LV9AQAREj6zujDVj3H8gcTHMuwduWCgpfWXJyYQj22Gktf2/yzBtjtzzNO9W/rzuJrC5RJKSfochNRBrOZUu2USBzeXvtsM46dfWtI3UdTVtA4EtjWNlJ+ZTq2usfk06fQ++p+pxAaEw+nHJS978efm+CwB5J2HHd1JDlfLnue/5hUCTlhDYQr5gmrSUlAV7u897eIhc/KZP5Evat7F95zHUD4qL4JeHpSbPN1Cc774z61cDTYOhrtJhvDhXCQtsd66SlkO7wc69KetyKSx8UKIoZZ2rzZ9JE9ep7zrv2lURHif1YIV51qnTAaRb0gibdZZj2g2qnXVXq16Rz3bGYrkf2LtEMg52/CDpY8pTpPJT18t3ubNvygPCJMPhh1th/fsiqlWW/auxqr9VRQS1qli+v7YQNVw+86J8+yXSd80HtPR6a256WDka41zVJU4flVSIbldCcLvqx/e8VhynRf+SaIB/iEhr7l8l++N/hKJcmRDGPCmOU2AL2aydGGyhy6Xw57uy6tV1quPPb6g77JwL62bJCvSoR2tHuoXBYBCCWkGLHpIGNuSv1h93IkVqgvs6uYVXqbDF+g9kXgwIk5rNVS9LPyNn1XtVR3hHWfw8lmj9DWu6RSkwwpK+Hz1S5uwTqbXnBv9Eiizsdr3sbESw13WyFReKOmDiIokkKQ+593AF3adJ09/Fj0uNXdnPK3ml1AvVRxnx6OGw7h1ZFLfHeQRRmw6OdG1dYgOilsU7DVXyx5vS4NHaXHIPDxG3yD0u6oG//w9e6wmzJ8qKZPdpMHMJ3P4HDL5bVsxCopzjWAG0HSjpAvE/Ouf8hrrD2ncgOEoEK4xjZTDUPuIulpu3UtU0a0haIY+ucG5KhS02W4Qttn8rdSPD/ua+tOLSKJ8tohZp8aL829SyYFqqvuuqXkbWsORJcRpHPVr+PU9vaDcQRv0bblkOjxxxTJ23NZTKs5cUwYK/n9vfM3kltO1fP5vfthssTqy9Ksx5J+TYuIkmBd9JGOeqrpB7XORlO0+C8A7WH9f8ApFn3/YVLH1KJEynzIL7E+CSlyVa5ap/Lg9PSQ3c8ysU5Ljmmobax6FNcPAPaThd2/LZDQaD0HECoKXnlbUkr5CU8ggXrIaXFbYoKRZxg4gu0qfLXYS2l5teW0Qt0uPlZyn9LozoAgHhtaffVepGkVYfeLt1GTOuvlkPiZL+ngnzJSMCpN4qbZv9UZ3ajl9TEbOwt9/V7l+labWjpfINZzB3NnWFP9+F/JMw9H7bj73wn3DJq3DPFpg+D7pfJSIT7qDzZOmAnrjIPdc3uJ+1s2SltqI6QIPBUDto1kUW43b+ZN14raXeKnKI6xZN+twAmXulL97RBOlr5c4FGy9fafRqbeRKa1EKLBvp8fAQcYh9yySN351oLe1X/MNcr75oCwPukNrwBX+Xhej9q2S/tc2D6yJRwyUdMyfT9mN3zYPGzaC1G0RfGghu+RZSSoUopRYppfZYHoMrGTfdMmaPUmp6mf1PK6UOKqVOnTfeVyn1pVIqUSm1VikV6dyfxEUUnJa+P+3H2KfA5OMPvadLfq27aTdYvqh3/OBuSwzu4FSG9Gjr8RdRljIYDLUTpUSGec8vcOCP6sdnJYuksyvrnTpPlu+Rde+IU9NliuuuXRnhcdZHrk6lQW5m+Uhf9EhRqyutx3IXO+fBgdVw4SPO6VnlKDy9YNKr8pktflRSAr3963fz266XST+uLXNsO64wF/Yslsi0yRxxGu76ZB8ClmitY4ElltfnoJQKAR4F+gP9gEfLOGHzLPvOZwaQpbVuD7wE/NcJtrueDbMh55jkktd1PL0kNXD3L/JPbmhYbPhI6iT63exuSwwGQ3UM+SsEtYV590pz2Koo7W/lSueqVNgCYPC9knrubsI7SjStus8LJGoF5WuUSuuu3KkaWJQvjXTDO0HP69xnh7W07AkDbpc5ZutXolxYn9Vnm3eF1v1g/Yfn1ppVx96lUHha7sMMTsNdztVkYLbl+Wzg0grGXAQs0lpnaq2zgEXAOACt9R9a68PVnPcbYJRSdbxa7+QhWP6chLfbDnC3NY6h82T5505c7G5LDK6kuFCk12NG2VY3aDAY3INPAFz8PGTshNWvVj02abmkGoW5+H97yF9hxD+c27TWFsLjRGAhc1/1Y9N3ymPEec5Vk5YQ1tG9dVfr3oWsJLjoqbrT62jkPySVNTez/tZblaXPDXBsj0TqrGXXT+AbVL9TJmsB7nKumpU6R5bHiArGtAIOlnmdYtlXFWeO0VoXASeA0Bpb6y5KiuG7m2UFbOLL7rbGcUQOlaJnkxrYsIj/EU4dEYEVg8FQN+hwkSyILf+fNJqvCK1FzCJyqOsFDQKbw4gHa0+UwhbFwPR4UdANCCv/XsxI6dVUmOdY+6whJ1MWdduPlq2u4BMg9eXe/tIUt77TZYqkxW740LrxxUWiFN3hotrz/1JPcZpzpZRarJTaXsE22dpTVLCvutin1ccopW5WSq1XSq3PyMiw0iQXs/IlmbAm/A/C2rvbGsfh6QWdJooKlTsmDoN7WPu21EXUpcnaYDDAuP+Ch7c0Fq4oBenobqkfcld/qdpEaCygrKu7Ol/MoizRI6X1ykEr6t0cze//hfxsGPuU669dU2JGwsOpDaMxbmlabPxc6fdWHftXQW6WSQl0AU5zrrTWo7XWXSvYfgTSlFItACyPFTXSSAHalHndGjhUzWXPHKOU8gKCgAqlVLTWs7TWfbTWfcLDw2374VzBwXWw9BkpWuzxF3db43g6XwoFp6TLu6H+k7JBeub0u8UU0RoMdY0mLWD0o5Kmtu2b8u+fqbcyqUb4+Itk+dFqnKuSYoluVSZbHzkYPLxcX3d1dI+kb/e+XiTi6yINaY7pfYPIqm/+rPqxu34Cr0bQfpTz7WrguOsvcC5Qqv43Haioq+wvwFilVLBFyGKsZZ+1570c+E1rWyr9agl5J+DbGdJtfOJL9bPJW9Qw8As2DYUbCuveAZ/G9XOhwGBoCPS5EVr1hl8eLi//nLQcgtpIY3CDdYqBmUkSmaoscuUbKIIFrq67WvRv8PKTOjZD7SciDtoOtPR7q0K6v6RE2irEjJL0SYNTcZdz9SwwRim1BxhjeY1Sqo9S6j0ArXUm8CTwp2V7wrIPpdRzSqkUwF8plaKUesxy3veBUKVUInAfFagQ1nq0FmWmE6lw2Qf1V67a0xviLoaEn0WVyFB/yU6D7d9Bj/+r3XK+BoOhcjw8pfY3JxMWP3Z2f0mJFNS7o96qthLWQSJAxUWVjymVWT9fzKIsMSPh8FY4fcwxdmWniYhGRgIcTZQauswkOH4ATqTArvlSkzPsfmhcCzN6DBXT50YRUEleXvmYQ5sg+5BJCXQRbpGA0VofA8rFJbXW64GZZV5/AHxQwbgHgAcq2J8HXOFQY13N5s9gx3dw4b+gTT1v8Nb5Utj0Kez9DTqOd7c1hrKcSJX0gQAH6MFs+FDSFoz8usFQt2nRDQbeDqtfk1qPdgPFScjNNPVWZQmPg+J8OL4fQmMqHpMWDygZWxnRI2Hp05C0TEoEakLeSXilOxRV0wIlqC30v61m1zK4lk6TwO9BkWWPHlHxmF3zQHmKmIXB6dQRfc0GwtE90mE8cqjIy9Z3ooZLZC7+R+Nc1SZys+CtgZB/Sr6ou14mUUa/prafq6gA/nz//9u78/io6nv/469PwiLIGgiLiQRlV3pFSEGBa1EEkaq41F6tC2rRurT2Vq3Lz8e9WrH3Ur323j5cUFwoP3/WrVQBl4tIq1UEZBGiLEplDQQSVgWRJfn+/viekQFmkkkyMyfJvJ+PxzxOzpkzZz7JY3LOfM73+/18/QTYDakoi0imGnaPr/T6xr/Czz6ANR/47RpvdUgkYSpbGT+5Kl3mC/w0aR7/OMed6stmf/m32idXmz/1idUZd/quZBUV4Cr8RLQu+Lmi3I/HaXxM7d5L0qvxMb7L/fwnYXcptDiiALdzfkLorkOheU44MWYYJVd1xcF98OfrfGvBxZPqxmSIqdaoCfQ+z/cDPrgPGjUNOyIBmDfRj/v7/jhY9Q5MuxneaOKr/J18sU+Em7ZI7FjLX4c9pSq/LtJQNDkWRv8XvPgvfu6r4oU+SWidH3ZkdUdkHr+ylf7GVCxblscfbxWR3cgnravf81+Qa9PtcvOnfvn9n/ry9dKwDLgG5j4GnzwP/3z74c+VfQ7b/qHrcBplUEmVOu7d38DmIhjzuJ9AMFOcNAb27YLV74cdiYBvtZo30ffL/uEj8MsiGPdX36Vv0xL4yzh4uBu8crUv/3pwf+XHm/8ktOsO3c5KT/wiknq9Rvlz9/sP+WIWmpD0cE1bQqv8+EUtDuz1Y2TiVQqM1u1M2LUh/hxjidpc5OfUUmLVMLXv4f8PF005urDFyhl+GS/Rl6RTclVbB76Fsi9qd4xVs2De4/4LbO/RyYmrvjhxmO/2sDyBCYW3r/YDbyV15k2EfV/BD+7y62aQPwDO+S38ahlc+7/Q/2pYNxdeuQoe6QVv3QklS4+e/6Z4IWxcpPLrIg3RqN9BdhM4sEfjrWLJ7RV/IuGylYCruuUK/LgrqH3VwJIiP2ZOGq4B1/hxfqv/evj2FW9AXmFm3bgPmb7x1Nabt8PkUbEnVkzEgW/h9Zv8HawR45MbW33QqKnvZrbyjfitIHt3wtt3w6OF8MyIo8sAS3Ls3QnznvRdNTt97+jns7L8APbRD8PtK+GKqT45XvRHeOoMeHIozH0cdgeTcs9/Epq0hH6Xp/GXEJG0aNUZznkQmraKP4g+k+X29jdeY5XH3rLcLxNpuco5Edp0qd18Vwf3QdmK2Od1aTj6nA/N2/vCFhE710PJEuhzXnhxZSAlV7WV1x++2QY71tbs9SVLYU8ZnHlP5g4iPflCP8ZnzRFlRCsqfDXBxwr9F/W+l/i/9Zu31TyZlfjmTfRdNCOtVpXJyoYeZ8Olk+GOz30XwkZNYeb/gd/3hj9dBsteg1Ov9F1kRKThGXAN3LUWjm0fdiR1T24vX0BiV4zeFqXL/fjqnATmBTPzrVdrP6i8tHtlylZCxUHopJarBq1RUzj1Cj/FzVclftvKN/2yt0qwp5OSq9rKD8qlb1xUs9cXLzj8OJnoxDN9C0d018CNi+DZETDtFn/n7ob34JKnfRK67DX49M9hRdsw7d3pk6ve51W/60iztr74xfV/hZvnw2k3w6bFYFkw8PrUxCsidUMmFF+qie8qBsYYd7VlmU++Ev3bdTvTd9eu6feMkiK/7HxKzV4v9Uf/sb4C5Cf/z6+veANy+6hab5opuaqtDidB4+Z+fElNbFzoZ7bP5EGmjY851DXwqxKY9nN4erhvzr7oKbhuJhzXz+875F/h+EG+O+au4nDjbkjmP5l4q1VlOvSGkePhV8v9GK14ZYhFRBqy7yoGxkiuSpcn1iUw4oQfAFbzcVebi6BJC2ibQEuZ1G/tuvluuoun+Emj13+kLoEhUHJVW9mNoHM/nyTVRPEiyC9Mbkz10UljfKW6P5wCS1+E02+BXyyCUy47vPxsVjZc9KTv4vD6zbH7s0v17N0Jc5+oWatVPNmNjp5rQ6QeM7McM5tlZquCZds4+40N9lllZmNjPD/dzD5LfcQSqmZtoUXHo5OrPdtg95bEillENM/xNxhrOu6qpAg69lVhoUwx4FpfYfKt2/38ZX3UJTDd9J+WDPkD/MmrqrLUR/p6i++Pnafkiu7D/aDdgsFw00e+Ot0xrWLvm3MijPoPWPM+fPxUeuNsiL5rtboz7EhE6rK7gdnOuR7A7GD9MGaWA9wHDAIGAvdFJ2FmdjGwOz3hSuhiVQwsXeaXHaqRXIFvjdi4EPbvqd7rKipgy2eqFJhJev/Ql91fMQNad9FYuxAouUqGvEIo3wdbPq3e6yKtXZk83iqicTM/p9LVr/sLUlX6j4Weo+Dd+6E0TrlbqdrenTDvCej1Q/XHF6ncGGBK8PMU4MIY+5wDzHLObXfO7QBmAaMAzKwFcBvwYBpilbogt7dvuYouwBSpFNixGt0CAQqG+h4bGz6u3ut2rIH9u/UFO5NkN4b+V/mf+5xXu8mnpUaUXCVDpFtfdcddFS+ArEa6oxRRnROAGVzwKDQ5Fl67ofqthg1Z6Up4/+HEStbPf8pXahxWy7FWIg1fR+dcCUCwjNXvNQ/YELVeHGwDGA88AnyTyiClDsntBfu/hq82HdpWugya5fgug9XRZRBYNqybU73XlSz1S33PyCyF1/nS+6deGXYkGUnJVTK0yoMWnWqQXC30/aAbN0tNXA1diw5w/h/8xePvD4UdTd2wdg48OxL+9iA82h8WPAsV5bH3/XaXn7xarVYiAJjZu2b2WYzHmEQPEWObM7N+QHfn3GsJxHCDmS00s4VlZWXVil/qmO8qBkb1rihd4Vutqtua0LSlP0+vrWZytbnI38SNxCKZoXU+3Phh9VtIJSmUXCWDmW+9qk5Ri4py2PSJugTWVp/zod8V8MEj1e8u0dAsnwbPX+STziun+sT9zdtg0jBYP//o/SOtVhprJQKAc+5s51zfGI9pwBYz6wwQLEtjHKIYOD5qPR/YBJwODDCztcCHQE8zey9ODJOcc4XOucLc3Nzk/XKSfkeWY6+o8MlVdcdbRRQM9t8zDuxN/DWbP/WluBs1rdl7iki1KblKlvxC2L46sa5Y4O9k7d+tSoHJMGoCtMqH134G+zJ0rPjHT8MrY/2dzZ++A93PhrEz4EeT/cTLz42E1270RVTAJ1VzH4Neow+VuReRykwHItX/xgLTYuwzExhpZm2DQhYjgZnOuYnOueOcc12BocAXzrlhaYhZwnRse2je7lDL1a71/rpfnUqB0boOhfL91ZvvqqRIXQJF0kzJVbJEKv4letLT5MHJc0wruGgibF8D79wbdjTp5RzMfgDeusPPFXb1NF+2F3yLat+L4ZaPYeht8NlUeHQAfPSYf6jVSqQ6JgAjzGwVMCJYx8wKzewZAOfcdvzYqgXB44Fgm2SqSFELOFTMojpzXEXrcjpgiXcN/Hoz7Cn1Y29EJG2UXCXLcaeCZSU+7qp4oZ8HI+fE1MaVKboOhcG/gEV/hE9eCDua9Cg/ANNu8V0i+4+FHz8PTZofvV/TFnD2fXDzPOhymk9A//4Q9DzXf25FpErOuW3OueHOuR7BcnuwfaFzblzUfs8557oHj8kxjrPWOdc3nbFLiCLl2J2LKsNew/FPzdpAp76w7sPE9i8p8ktVChRJKyVXydK0he/XnOi4q+KFvrVLJTKTZ/i/+5nsZ/wS1s0NO5rU2r8HXrwclrwAw+7xhT2yG1X+mnbd4IpX4fKXoNtwn3CJiEjqtO8F3+6E3aW+5apNgS9OUVMFQ2DDgsQq5G6OJFdquRJJJyVXyZQ/wCdN0XNaxPLtV/5OlsZbJVd2Y/jxFD8Z8ctXwI51YUeUGnu2wpTz4cvZcN7/wLC7E0/SzXz3wav+Ah36pDZOEZFMF5m3cevnULq85sUsIgqGwMG9viBWVTYXQdsTfNd5EUkbJVfJlFfo71Bt+7Ly/TYtBpySq1Ro1hZ+8rKfbPHFy2Df12FHlFx7d8KUC2DLMviXF6Dw2rAjEhGReCIVA0uKYOuqmheziCgY7JeJdA0sKVKrlUgIlFwlU6Q4RVVdAyPjsvIGpDaeTNW+B1z6Rz+IeOr18ed5qm8O7PVdAbd+4bv29R4ddkQiIlKZlp2gaWtYMQNcee1bro5t7xO2qopafLsLdqxRpUCRECi5SqbcXtCkRdVFLTYugnbdfSuLpEa3s3yJ9i/ehtm/CTua2qsoh6njYP1cuPgp6HZm2BGJiEhVzPx3gw3z/HoyJnUtGAIb5kP5wfj7bAmKZ3TSBPEi6abkKpmysn31tcparpzzZdhVgj31Bl4PhdfBnD/Akj+FHU3NOecnA175hk8Y+14SdkQiIpKoyLirrMb+xmptdR3i58vavDT+PpFKgWq5Ekk7JVfJll/oZ0SPN4P6zvWwp0xdAtPBDM59CE44w1cQXD8//r7lB6B4Ecx/yk8GXZe8N8GXmB96G5x2Y9jRiIhIdUTGXeX28oWXaqtgiF9W1jVwcxEcmwstOtb+/USkWkJJrswsx8xmmdmqYBmzf5yZjQ32WWVmY6O2/9bMNpjZ7iP2v8bMysxsSfAYd/RRUyyv0BdTiNw1OpImD06v7MZw6RRonQ8v/cQntwAHvoV1H8HfH4bnL4IJBfDMWfD2nfDK1T7ZqgsWPAvvT4B+V/pS8yIiUr9EkqvajreKaNkJcrr5a1g8JUV+fitN9yKSdmG1XN0NzHbO9QBmB+uHMbMc4D5gEDAQuC8qCZsRbIvlZedcv+DxTPJDr0KkAmC8roEbF0GjY5LT71oS0zwHLn/ZJ0zPXwSTR8OELjD5XPjrg/D1Fuj3E/jRZLjgMd/yOPexsKOG5dPhrTug5yg/j5UukiIi9U9k0uBOSZw7uusQWP9R7IJNB/f76V7UJVAkFFXMOpoyY4Bhwc9TgPeAu47Y5xxglnNuO4CZzQJGAS865+YF29IRa/W07AStj49f1KJ4gR+XlYyuAZK43J5w6WR49Ro/gePA633Xii6n+eQr2qqZvitenwv8xLvJ5Jyfn6pZDrTv6SefjmXth76ARV6hT/qqmiBYRETqptb5cMVU6DIoeccsGAqL/68vXHFkElW2AioO+JYrEUm7sL6xdXTOlQA450rMrEOMffKADVHrxcG2qlxiZmcAXwC/cs5tqOoFSZc3IHbL1cF9vql+4PVpD0mA7sPhngQ+Duc+DKsH+XFaY2ckt8Vo3kSYec+h9VZ5Pslq39MngO17gmXDiz+Btl39nF1Nmifv/UVEJP16nJ3c430339Wco5OryLAEJVcioUhZcmVm7wKdYjx1b6KHiLHNVfGaGfiWrX1mdiO+VeysOPHdANwA0KVLlwRDSlB+ISx/HXaXQYvcQ9s3fwbl+zR5cF3XqjOMHA8zbvV3BgeMrfo1idiyDN69H3qcA/2v8vNwbV0FWz+HJS/46k8RLY+DK6ce3aomIiLS5nho08UnV6fddPhzm4v8tDA5J4YTm0iGS1ly5ZyLe5vGzLaYWeeg1aozUBpjt2IOdR0EyMd3H6zsPbdFrT4N/K6SfScBkwAKCwurStqqJy9q3FWvcw9tj7RmqZhF3df/avj0VXjn36DnOb67Z20c+NZPaHxMa7jwWf0SigAACrdJREFUCT8RZJ/zDz3vHHxd4hOuHWt9K1ub42v3niIi0nAVDPXd2J07vIfF5k+hY1/IUkFokTCE9Z83HYg0B4wFpsXYZyYw0szaBoUsRgbb4goStYgLgBVJiLX6Op/iu3YdOe6qeAG06OS7gkndZuaLSJTv80Ulamv2A1C6DMY87hOrWO/X6jg/OXDhtf6OpIiISDwFg+Gbbb54RURFhU+uVMxCJDRhJVcTgBFmtgoYEaxjZoVm9gxAUMhiPLAgeDwQVdziITMrBpqbWbGZ3R8c91YzW2ZmS4FbgWvS+Dsd0qS5rwYYKbseUbzQdwmsi4U45GjtusGwu2HFDF+5r6a+/BvMexy+fz30HJm8+EREJHN1Dea7Whc139WONb6LeafvhROTiISTXDnntjnnhjvnegTL7cH2hc65cVH7Peec6x48Jkdtv9M5l++cywqW9wfb73HOneycO8U5d6ZzbuVRb54u+YWw6RN/FwlgzzZ/0tN4q/rl9F/4QcFv/Rr27qz+67/ZDq/f5AtVjHgg+fGJiEhmanuCH58bPZlwyVK/VDELkdCoQ26q5H8f9n0FW7/w6xpvVT9lN4ILHoU9ZTCrmpP4OucrDu7ZChc/rap/IiKSPGa+9WrdHH+9Ad8lMKsRdOgTbmwiGUzJVarkHTGZcPFCsCzo3C+8mKRmjusHp98Ci6fAmg8Sf92SP8GK6XDWvf4YIiIiyVQwGHZvge2r/frmIsjtA42ahhuXSAZTcpUq7bpD09aHiloUL4AOJ8efNFbqtmH3+C4YM26FA3ur3n/7Gnj7Tl/NafCtqY9PREQyT8FQv1z7oV+WFGm8lUjIlFylSlYW5PX3LVcVFbBxMeQPCDsqqakmzX31wO2rYeo4WPmWH08VS/lB+MsNvmLkRU9CVnZ6YxURkczQvgccm+u7Bn69GfaUqlKgSMhSNs+V4ItXfPB72LwU9u061FVQ6qcTfwD/fAd89CisfAMwXxWyYHDwGAItOsCHv4fij+HiZzRXlYiIpI6Zv/6sneNbrUDFLERCpuQqlfIKwZXDx8/4dRWzqP+G/xv84E7YuMjfKVw7Bz55AT6e5J9v18O3bn3vUvinS8ONVUREGr6CobB8WnDTD+jUN9x4RDKckqtUipRd//RVaNrKl+OW+q9R00OtVWf8GsoP+PK3kWSrRQcY/V9hRykiIpkgMt9V0cvQtisc0zrUcEQynZKrVDq2vT/R7VgLBaf7cVjS8GQ39ol0fiEM+WXY0YiISCbJ7QPN2sLeHeoSKFIH6Nt+qkXGWWm8lYiIiCRbVhZ0Gex/VjELkdApuUq1SNdAjbcSERGRVIh0Dex0SrhxiIi6BaZc30tg25dwwhlhRyIiIiIN0fcu9fMrdh0adiQiGU/JVaq16AA/VHEDERERSRF91xCpM9QtUEREpApmlmNms8xsVbBsG2e/scE+q8xsbNT2JmY2ycy+MLOVZnZJ+qIXEZF0UXIlIiJStbuB2c65HsDsYP0wZpYD3AcMAgYC90UlYfcCpc65nsBJwPtpiVpERNJKyZWIiEjVxgBTgp+nABfG2OccYJZzbrtzbgcwCxgVPHcd8J8AzrkK59zWFMcrIiIhUHIlIiJStY7OuRKAYNkhxj55wIao9WIgz8zaBOvjzWyxmb1qZh1jvYmZ3WBmC81sYVlZWTLjFxGRNFByJSIiApjZu2b2WYzHmEQPEWObwxePygfmOOf6A3OBmNUHnHOTnHOFzrnC3NzcGv0eIiISHlULFBERAZxzZ8d7zsy2mFln51yJmXUGSmPsVgwMi1rPB94DtgHfAK8F218FfpqMmEVEpG5Ry5WIiEjVpgOR6n9jgWkx9pkJjDSztkEhi5HATOecA2ZwKPEaDixPbbgiIhIGJVciIiJVmwCMMLNVwIhgHTMrNLNnAJxz24HxwILg8UCwDeAu4H4zKwKuAm5Pc/wiIpIG6hYoIiJSBefcNnyL05HbFwLjotafA56Lsd864IxUxigiIuEz31shs5lZGbCuFodoD6isrtQl+kxKXVPVZ7LAOacKDlGScG0CnQuk7tFnUuqapF6flFwlgZktdM4Vhh2HSIQ+k1LX6DMZDv3dpa7RZ1LqmmR/JjXmSkREREREJAmUXImIiIiIiCSBkqvkmBR2ACJH0GdS6hp9JsOhv7vUNfpMSl2T1M+kxlyJiIiIiIgkgVquREREREREkkDJlYiIiIiISBIouUqAmQ0zs11mtiR4/HvUc6PM7HMz+4eZ3R21/QQzm29mq8zsZTNrEk70ksnMrI2Z3Rx2HJJZzOx+M9sYdc4cHfXcPcH58nMzOydqe8xzqVRO1yepj3RtkjCk69qk5CpxHzjn+gWPBwDMLBt4HDgXOAm43MxOCvb/HfDfzrkewA7gp2EELRmvDVCtC5h5OjdIQoIv93+M8dR/R50z3wr2PQm4DDgZGAU8YWbZVZxLpWq6Pkl9o2uTpFSY1yZ9SGtnIPAP59xq59x+4CVgjJkZcBbw52C/KcCFIcUo9ZiZXW1mRWa21MyeN7NcM5tqZguCx5Bgv/vN7Dkze8/MVpvZrcEhJgDdgjs0Dwf7/jp4bZGZ/SbY1tXMVpjZE8Bi4Pgwfl9p8MYALznn9jnn1gD/wJ9HY55LQ4yzIdD1SVJG1yZpYJJ6bWqU0lAbltPNbCmwCbjDObcMyAM2RO1TDAwC2gE7nXMHo7bnpTNYqf/M7GTgXmCIc26rmeUAj+HvunxoZl2AmUCf4CW9gTOBlsDnZjYRuBvo65zrFxxzJNADf8IwYLqZnQGsB3oB1zrn1FVDkuHnZnY1sBC43Tm3A38enBe1T/S5Mda5VBKj65Okja5NUs+l/Nqk5Coxi4EC59zuoH/m6/iTgMXY11WyXaQ6zgL+7JzbCuCc225mZwMn+ZvPALQys5bBz2865/YB+8ysFOgY45gjg8cnwXoL/Gd5PbDOOTcvxmtEjmJm84Gm+M9QjpktCZ66C5gIjMef98YDjwDXEf/cGKsXhc6ZidH1SdJN1yaps+rCtUnJVRxmdgtwfbA62jm3CcA595aZPWFm7fEZbHQTdT7+zuFWoI2ZNQruDka2i1SHcfQ/cRZwunNu72E7+gvavqhN5cT+/zbgP51zTx3x+q7AntqFK5nEOTcIfL924Brn3DWx9jOzp4E3gtV450wq2S5H0PVJQqZrk9RZdeHapDFXcTjnHo8MeAMqgn7qmNlA/N9tG7AA6GG+8lIT/GC46c7PzPw34EfB4cYC09L+S0h9Nxv4sZm1Awi6XrwD/Dyyg5n1q+IYX+O7YkTMBK4zsxbB6/PMrENSo5aMZ2ado1YvAj4Lfp4OXGZmTc3sBPyd6Y+Jcy5NZ8z1ia5PEjJdm6ReSte1SS1XifkRcJOZHQT2ApcFF6iDZvZz/EkhG3gu6OsOvvnxJTN7EN/M/WwIcUs95pxbZma/Bd43s3L85+hW4HEzK8L///4duLGSY2wzszlm9hnwtnPu12bWB5gbfB/bDVyJv5sokiwPBV+uHLAW+Bl895l+BVgOHARucc6VA1RyLpXK6fokaaVrk9Rjabk2mT8Hi4iIiIiISG2oW6CIiIiIiEgSKLkSERERERFJAiVXIiIiIiIiSaDkSkREREREJAmUXImIiIiIiCSBkisREREREZEkUHIlIiIiIiKSBP8fU3u0Tyvt+xkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,8))\n",
    "for k,v in zip(range(4),enhSig.index):\n",
    "    ax=subplot(2,2,k+1)\n",
    "    m=enhSig[v].forward.mean(axis=0)\n",
    "    n=abs(enhSig[v].reverse.mean(axis=0))\n",
    "    m=m-0.95*min(m)\n",
    "    n=-(n-0.95*min(n))\n",
    "    plot(m,label=\"forward\")\n",
    "    plot(n,label=\"reverse\")\n",
    "    ax.set_xticks([0,20,40])\n",
    "    ax.set_xticklabels([\"-500\",\"center\",\"+500\"])\n",
    "    ylabel(\"relative signal\")\n",
    "    legend()\n",
    "    title(v)\n",
    "    \n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基因差异表达判据为$|FC|>1.25$且$p<0.001$。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/xubx/anaconda2/lib/python2.7/site-packages/ipykernel_launcher.py:15: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
      "  from ipykernel import kernelapp as app\n"
     ]
    }
   ],
   "source": [
    "def load_expression_matrix():\n",
    "    filePath=[\n",
    "        \"/home/xubx/Research/GSE150625/PROseq_1M_K562/SRR11793825/map/genes_rf.txt\",\n",
    "        \"/home/xubx/Research/GSE150625/PROseq_1M_K562/SRR11793826/map/genes_rf.txt\",\n",
    "        \"/home/xubx/Research/GSE150625/qPROseq_1M_K562/SRR11793827/map/genes_rf.txt\",\n",
    "        \"/home/xubx/Research/GSE150625/qPROseq_1M_K562/SRR11793828/map/genes_rf.txt\",\n",
    "        \"/home/xubx/Research/GSE150625/qPROseq_250k_K562/SRR11793829/map/genes_rf.txt\",\n",
    "        \"/home/xubx/Research/GSE150625/qPROseq_250k_K562/SRR11793830/map/genes_rf.txt\",\n",
    "        \"NM-1/map/genes_rf.txt\",\n",
    "        \"NM-2/map/genes_rf.txt\"\n",
    "    ]\n",
    "    y={}\n",
    "    names=[\"PRO1\",\"PRO2\",\"qPRO1M1\",\"qPRO1M2\",\"qPRO250K1\",\"qPRO250K2\",\"hPRO1\",\"hPRO2\"]\n",
    "    for k,v in zip(names,filePath):\n",
    "        y[k]=pd.read_csv(v,header=None,sep=\"\\t\",index_col=0,skipfooter=5)[1]\n",
    "    y=pd.DataFrame(y).fillna(0)\n",
    "    return y\n",
    "\n",
    "expMat=load_expression_matrix()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实验室数据获得的基因表达谱与文献中依然有很大差别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4ZmZW43LNxRcRi4EeknpExN3AsBzbfQo4TNIC4Eayrr3LgPUltdwgPBh4MS03A5sApM/XA5aUlpfZxszM6lSeBPWapHWAe4AbJF0OvNfONkTE2RExOCKayAY53BURXwDuBo5K1UYDt6blyWmd9PldERGp/Jg0ym8IMBR4MFfrzMys28qToEYBbwNfB+4AngUOXY1jfgs4Q9I8smtM16bya4H+qfwMYCxARDwBTAKeTMcfExHvr8bxzcysG8gzWeybJasT2qxYeR/TgGlpeT5lRuFFxHLg6Da2vxi4eFWObWZm3VObCUrS9IjYU9LrfHhQgoDo4L1QZmZmHdJmgoqIPdN73+qFY2bVsKDPcQXsdWkB+7RGluc+qF/lKTMzM+tMeQZJbFe6koaA71xMOGZmZplKk8Wena4/7VA6USzwMiuHhpuZmRWi0mSxl6TrTz9sNVFs/4g4u4oxmplZA8ozzPxsSRsDm5XWj4h7igysq3X+RWRfQDYz64h2E5SkS8lmgngSaLlBNshmljAzMytEuwkKOALYKiLeKToYMzPrXE1jb+/0fS649OBO32c5eUbxzQd6Fx2ImZlZqTxnUG8BMyVNBVacRUXEqYVFZWZmDS9PgpqcXmZmZlWTZxTfBElrAZtGxNNViMnMzCzXVEeHAjPJHnWBpGGSfEZlZmaFyjNI4nyyx2O8BhARM4EhBcZkZmaWK0G9FxGt7zKNsjXNzMw6SZ5BErMlHQf0lDQUOBX4e7FhmZlZo8tzBvU1shnN3wF+QzZnz+lFBmVmZlbxDEpST+CCiPgGcE51QjIzM2vnDCoi3sfPfjIzsy6Q5xrUo2lY+W+BN1sKI+L3hUVlZmYNL0+C2gBYDOxdUhaAE5SZmRUmz0wSJ1QjEDMzs1J5ZpL4mKSpkman9R0knVt8aGZm1sjyDDO/BjgbeBcgImaRPcDQzMysMHkS1NoR8WCrsvfa20hSH0kPSnpM0hOSLkjlQyQ9IGmupJskrZHK10zr89LnTSX7OjuVPy1p//zNMzOz7ipPgnpF0hak6Y0kHQW8lGO7d4C9I+ITwDDgAEm7A98HfhoRQ4FXgRNT/ROBVyNiS+CnqR6StiU7Y9sOOAC4Kt2fZWZmdSxPghoD/BzYWtI/yGaROLm9jSLzRlrtnV5BNhrw5lQ+ATg8LY9K66TP95GkVH5jRLwTEc8B88gmrzUzszrWZoKSdFpaHBQR+wIDgK0jYs+I+O88O5fUU9JMYCEwBXgWeC0iWroIm4GN0/LGwAsA6fOlQP/S8jLblB7rJEkzJM1YtGhRnvDMzKyGVTqDahle/p8AEfFmRLzekZ1HxPsRMQwYTHbWs025auldbXzWVnnrY42LiOERMXzAgAEdCdPMzGpQpfug5khaAAyQNKukXGQ9eDvkPUhEvCZpGrA7sL6kXuksaTDwYqrWDGwCNEvqBawHLCkpb1G6jZmZ1ak2z6Ai4liyhDIPOLTkdUh6r0jSAEnrp+W1gH2BOcDdwFGp2mjg1rQ8Oa2TPr8rIiKVH5NG+Q0BhgKtRxWamVmdafMMStLUiNhH0p15rzm1MgiYkEbc9QAmRcRtkp4EbpT0XeBR4NpU/1rgV5LmkZ05HQMQEU9ImgQ8STa8fUyaxNbMzOpYpS6+QZI+DRwqaSKtrgVFxCOVdpxu6N2xTPl8yozCi4jlwNFt7Oti4OJKxzMzs/pSKUF9BxhLds3nJ60+axkubmZmVog2E1RE3AzcLOnbEXFRFWMyMzOreA1q64h4Crhd0k6tP2+vi8/MzGx1VOriOxP4MvDjMp+5i8/MzApVqYvvy+n9M9ULx8zMLFOpi+9zlTb0I9/NzKxIlbr4Wm7GHQjsAdyV1j8DTMOPfDczswJV6uI7AUDSbcC2EfFSWh8EXFmd8MzMrFHledxGU0tySl4GPlZQPGZmZkDlLr4W0yTdCUwkG713DNl8emZmZoVpN0FFxCmSjgBGpqJxEXFLsWGZmVmjy3MGRUpITkpmZlY1ea5BmZmZVZ0TlJmZ1aQ2E5Skqen9+9ULx8zMLJPneVCHSbqRDj4PyszMut6CPscVsNelBezzo/w8KDMzq0l+HpSZmdWkPPdBXSTpMFbeBzUtIm4rNiwzM2t07Y7ik3QJcBrwZHqdlsrMzMwKk+dG3YOBYRHxAYCkCcCjwNlFBmZmZo0t731Q65csr1dEIGZmZqXynEFdAjwq6W6yoeYj8dmTmZkVLM8giYmSpgG7kCWob0XE/xQdmJmZNbZcXXwR8VJETI6IW/MmJ0mbSLpb0hxJT0g6LZVvIGmKpLnpvV8ql6QrJM2TNEvSTiX7Gp3qz5U0elUaamZm3UuRc/G9B5wZEdsAuwNjJG1LdvPv1IgYCkxN6wAHAkPT6yTgasgSGnAesBuwK3BeS1IzM7P6VViCSmddj6Tl14E5wMbAKGBCqjYBODwtjwKuj8z9wPrp8fL7A1MiYklEvApMAQ4oKm4zM6sNFROUpB6SZq/uQSQ1ATsCDwAbtTxCPr0PTNU2Bl4o2aw5lbVVbmZmdaxigkr3Pj0madNVPYCkdYDfAadHxLJKVcuFUKG89XFOkjRD0oxFixatWrBmZlYz8nTxDQKekDRV0uSWV56dS+pNlpxuiIjfp+KXU9cd6X1hKm8GNinZfDDwYoXyD4mIcRExPCKGDxgwIE94ZmZWw/LcB3XBquxYkoBrgTkRUTob+mRgNHBper+1pPyU9GiP3YClEfGSpDuB75UMjNgP34dlZlb38twH9TdJmwFDI+KvktYGeubY96eA44HHJc1MZf9BlpgmSToReB44On32J+AgYB7wFnBCOv4SSRcBD6V6F0bEklytMzOzbqvdBCXpy2TDvjcAtiAboPBfwD6VtouI6ZS/fkS5bSMigDFt7Gs8ML69WM3MrH7kuQY1huxsaBlARMxl5cg7MzOzQuRJUO9ExD9bViT1oswoOjMzs86UJ0H9TdJ/AGtJ+izwW+CPxYZlZmaNLk+CGgssAh4HvkI2mOHcIoMyMzPLM4rvg/SQwgfIuvaeTgMazMzMCpNnFN/BZKP2niUblTdE0lci4s9FB2dmZo0rz426PwY+ExHzACRtAdwOOEGZmVlh8lyDWtiSnJL5rJyeyMzMrBBtnkFJ+lxafELSn4BJZNegjmblrA5mZmaFqNTFd2jJ8svAp9PyIsAPDDQzs0K1maAi4oRqBmJmZlYqzyi+IcDXgKbS+hFxWHFhWVdoGnt7p+9zwaUHd/o+zawx5BnF9weyx2b8Efig2HDMzMwyeRLU8oi4ovBIzMzMSuRJUJdLOg/4C/BOS2FEPFJYVGZm1vDyJKjtyR48uDcru/girZuZmRUiT4I6Ati89JEbZmZmRcszk8RjwPpFB2JmZlYqzxnURsBTkh7iw9egPMzczMwKkydBnVd4FGZmZq3keR7U36oRiJmZWak8M0m8TjZqD2ANoDfwZkSsW2RgZmbW2PKcQfUtXZd0OLBrYRGZmZmRbxTfh0TEH/A9UGZmVrA8XXyfK1ntAQxnZZefmZlZIfKcQR1a8tofeB0Y1d5GksZLWihpdknZBpKmSJqb3vulckm6QtI8SbMk7VSyzehUf66k0R1toJmZdU95rkGt6nOhrgN+BlxfUjYWmBoRl0oam9a/BRwIDE2v3YCrgd0kbUA2zL3lrO1hSZMj4tVVjMnMzLqJSo98/06F7SIiLqq044i4R1JTq+JRwF5peQIwjSxBjQKuj4gA7pe0vqRBqe6UiFiSYpoCHABMrHRsMzPr/ip18b1Z5gVwIllSWRUbRcRLAOl9YCrfGHihpF5zKmur/CMknSRphqQZixYtWsXwzMysVlR65PuPW5Yl9QVOA04AbgR+3NZ2q0jlQqhQ/tHCiHHAOIDhw4d7EIeZWTdXcZBEGtTwXWAWWTLbKSK+FRELV/F4L6euO9J7y36agU1K6g0GXqxQbmZmda7NBCXph8BDZKP2to+I8zthcMJkoGUk3mjg1pLyL6bRfLsDS1MX4J3AfpL6pRF/+6UyMzOrc5VG8Z1JNnv5ucA50oreNpENkqg41ZGkiWSDHDaU1Ew2Gu9SYJKkE4HngaNT9T8BBwHzgLfIuhKJiCWSLiJLlAAXtgyYsM63oM9xBex1aQH7NLNGUOkaVIdnmWi1/bFtfLRPmboBjGljP+OB8asTi5mZdT+rlYTMzMyK4gRlZmY1yQnKzMxqkhOUmZnVJCcoMzOrSU5QZmZWk5ygzMysJjlBmZlZTXKCMjOzmuQEZWZmNckJyszMapITlJmZ1SQnKDMzq0lOUGZmVpOcoMzMrCY5QZmZWU1ygjIzs5rkBGVmZjXJCcrMzGqSE5SZmdUkJygzM6tJTlBmZlaTnKDMzKwmOUGZmVlNcoIyM7Oa1G0SlKQDJD0taZ6ksV0dj5mZFatbJChJPYErgQOBbYFjJW3btVGZmVmRukWCAnYF5kXE/Ij4J3AjMKqLYzIzswIpIro6hnZJOgo4ICL+T1o/HtgtIk4pqXMScFJa3Qp4ukrhbQi8UqVj1YpGbDM0Zrsbsc3gdhdts4gY0F6lXlUIpDOoTNmHMmtEjAPGVSeclSTNiIjh1T5uV2rENkNjtrsR2wxud1fH0aK7dPE1A5uUrA8GXuyiWMzMrAq6S4J6CBgqaYikNYBjgMldHJOZmRWoW3TxRcR7kk4B7gR6AuMj4okuDqtF1bsVa0Ajthkas92N2GZwu2tCtxgkYWZmjae7dPGZmVmDcYIyM7Oa5ARVQlKTpNllyq+T9JykmZIekfTJMuWPSdqnZJs1JF0m6VlJcyXdKmlwNdvTniLaJWm8pIWt/x3TPt+S1Lek7HJJIWnD7tA+SZtIulvSHElPSDqtZLvzJf0j7XOmpINKPjs7TdH1tKT9S8rfKFk+KB1v0yL+LUqOU5c/4/6uy/6bdP/vOiL8Si+gCZhdpvw64Ki0vB8wq0z5Z4C5Jdv8CLgW6JnWTwAeJF33q4VXEe0CRgI7tf53TPucBfx7Wu+R1puBDbtD+4BBwE6pvC/wDLBtWj8fOKtMDNsCjwFrAkOAZ0v2/UZ63yeVb+GfcX/X/q5XvnwG9VE9JV2T/mr6i6S1Wn1+D7Blme3+H7AxgKS1yb7Ar0fE+wAR8UvgHWDv4kJvm6Rz0l91f5U0UdJZrap0Srsi4h5gSRthTAT+LS3vBdwHvLfKjSpRjfZFxEsR8Ugqfx2Y07JtBaOAGyPinYh4DphHNnVXS9wjgGuAgyPi2Y61epV1659xf9cd0q2/ayeojxoKXBkR2wGvAUe2+vxQ4PEy2x0A/CEtbwk8HxHLWtWZAWzXibHmImlnsnvHdgQ+B+xSplo12jUXGCCpH3As2ZyKq60r2iepKR3vgZLiUyTNUtbN2S+VbQy8UFKnmZX/0a0J3AocHhFPtdW+AnTbn3F/1x3Wbb9rcIIq57mImJmWHyY7TQb4oaSZZPP9nVhS/4eS5gO/Br6XykSrqZjaKS/aCOCWiHgr/ZCV3uRc7Xb9nuw/mN2Ae/M3oaKqtk/SOsDvgNNLfmmvBrYAhgEvAT8u2ba1ln29C/y9VVzV0J1/xv1dd0x3/q6doMp4p2T5fVbezPyNiBgWEZ+NiNILj98g+wvjXGBCKpsHbKaSAQHJTsCTBcScR1s/SNVu143ARcCUiPgg5zZ5VKV9knqT/Yd1Q0T8fsXBI16OiPdTm65hZddOpWm6PgA+D+wi6T/yN3W1dfefcX/X+XXr79oJqhOkH9TLgR6S9o+IN8m+3J8oe5YVkr4IrA3c1QUh3gMcIWmt9EN2aJ6NimhXRDwPnANc1fFmtKkq7ZMksgvFcyLiJ6X7kjSoZPUIoOWXfjJwjKQ1JQ0h63J5sCSGt4BDgC9IqvZf17nV0M+4v+uC1dB37QTVWSIb2vJd4Jup6GxgOfCMpLnA0cARqV61Y3sEuAmYSfYXYe6utY62S9JEsgusW0lqLveLGBE/78yLxFVs36eA44G99dEhxj+Q9LikWWQjoL6e9v8EMInsL807gDEtF5pLYlhC1ud/rqSafc5ZLfyM+7uujlr4rsFTHTUkSeeTDXv9UVfHUoR6b5+t5O+6vvkMyszMapLPoMzMrCb5DMrMzGqSE1QFkt5PF0dnS/ptuqO6dfkfJa20MYIIAAAB3UlEQVRfss12ku6S9IyyOau+nUYEdQuN2Gao/3arzuddbEu9t7uz26dam4MwqjxnVnd6kebPSss3AGeUKZ8AnJOW1yKbZ2u/tL428Gey0Txd3h63uXHbTZ3Pu9io7e7s9lFjcxD6DCq/e2lnzirgOOC+iPgLrLjv4RRgbFUi7HyN2Gbo5u1Wnc+72JZ6b3c12hc1NgehE1QOknoBB9JqziplN63tw8rpVrYjm05khfSFrCNp3SqE2mkasc3Q/dutOp93sS313u6uaJ9qYA5CJ6jK1lI2X9UM4Hmy0+LS8sXABsCUVF5pbqruMlyyEdsM9dPuep93sS313u6GnIPQCaqytyObr2pYRHwtIv5ZWg5sBqwBjEnlTwDDS3cgaXOyftjXqxb16mnENkN9tbve511sS723u+HmIHSCWg0RsRQ4FTgrfak3AHtK2hdA2bNXrgB+0HVRdq5GbDN0q3bX+7yLban3djfkHIROUKspIh4lG8FyTES8TXbB8FxJT5P1Bz8E/KwLQ+x0jdhm6B7tjjqfd7FC7HXd7iq2r6bmIPRMEmZ1TA06V129t7ve29fCZ1BmZlaTfAZlZmY1yWdQZmZWk5ygzMysJjlBmZlZTXKCMjOzmuQEZWZmNen/A4H5OlfyYaemAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plotDiffExp(title2,title1=\"hPRO\"):\n",
    "    try:\n",
    "        x=pd.read_csv(\"/home/xubx/Downloads/X101SC19114103-Z01-J097-B97-21-PRO-SEQ-NEW-TRY/2.cleandata/%sVS%s.txt\"%(title1,title2),header=0,sep=\"\\t\",index_col=0)\n",
    "    except:\n",
    "        x=pd.read_csv(\"/home/xubx/Downloads/X101SC19114103-Z01-J097-B97-21-PRO-SEQ-NEW-TRY/2.cleandata/%sVS%s.txt\"%(title2,title1),header=0,sep=\"\\t\",index_col=0)\n",
    "    u=set(x.index[x.Regulation==\"UpHC\"])\n",
    "    d=set(x.index[x.Regulation==\"DownHC\"])\n",
    "    return len(u)+len(d),len(d)\n",
    "\n",
    "def plotDENumbers(ax):\n",
    "    sca(ax)\n",
    "    x=pd.DataFrame({(a,b):plotDiffExp(title1=a,title2=b) for a,b in it.combinations([\"PRO\",\"qPRO1M\",\"qPRO250K\",\"hPRO\"],2)}).T\n",
    "    bar(range(x.shape[0]),height=x[0],width=0.33,label=\"Up\")\n",
    "    bar(range(x.shape[0]),height=x[1],width=0.33,label=\"Down\")\n",
    "    ax.set_xticks(range(x.shape[0]))\n",
    "    ax.set_xticklabels([\"%s\\n%s\"%(b,a) for a,b in x.index])\n",
    "    ylabel(\"Number of differential expressions\")\n",
    "    legend()\n",
    "    return \n",
    "\n",
    "figure(figsize=(6,4))\n",
    "plotDENumbers(gca())\n",
    "tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Fig. 3H。表达基因（TPM>1）的表达水平的相似程度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def calcTPM():\n",
    "    expMat=pd.read_csv(\"/home/xubx/Downloads/X101SC19114103-Z01-J097-B97-21-PRO-SEQ-NEW-TRY/2.cleandata/expression_matrix.txt\",header=0,sep=\"\\t\",index_col=0)\n",
    "    cond=list(set([i[:-1] for i in expMat.columns]))\n",
    "    expMgr=pd.DataFrame({i:expMat[i+\"1\"]+expMat[i+\"2\"] for i in cond})\n",
    "    expMgr=expMgr.apply(lambda v:v/(abs(genes.TSS-genes.TTS-600)/1000.),axis=0)\n",
    "    n=expMgr.sum(axis=0)/1000000.\n",
    "    expMgr=expMgr.apply(lambda v:v/n,axis=1)\n",
    "    labels=list(it.combinations(expMgr.columns,2))\n",
    "    figure(figsize=(12,8))\n",
    "    cmap=LinearSegmentedColormap.from_list(\"wby\",[\"white\",\"blue\",\"yellow\"],N=256)\n",
    "    for ix,(a,b) in enumerate(labels):\n",
    "        flag=(expMgr[a]>1)&(expMgr[b]>1)\n",
    "        ax=subplot(2,3,ix+1)\n",
    "        sca(ax)\n",
    "        hexbin(log10(expMgr[a][flag]+1),log10(expMgr[b][flag]+1),cmap=cmap,vmax=100)\n",
    "        m=ax.get_xlim()[1]-0.05*(ax.get_xlim()[1]-ax.get_xlim()[0])\n",
    "        n=0.05*(ax.get_ylim()[1]-ax.get_ylim()[0])\n",
    "        text(m,n,\"rho = %.2f\"%stats.spearmanr(log10(expMgr[a][flag]+1),log10(expMgr[b][flag]+1)).correlation,ha=\"right\",va=\"bottom\")\n",
    "        xlabel(\"log10 %s\"%a)\n",
    "        ylabel(\"log10 %s\"%b)\n",
    "    tight_layout()\n",
    "    return expMgr\n",
    "\n",
    "tpm=calcTPM()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有关基因表达水平的变化，还有PCA_plots.pdf（PCA，对应于Fig. 3J）和sample_dists.pdf（聚类）两张图可以参考。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
